U
    +if                 	   @   sF  d Z ddlmZ ddlmZmZmZmZ ddlZddlm	Z	 ddl
ZddlZddlm  mZ ddlZddlmZmZmZmZmZmZmZmZmZmZmZmZmZm Z m!Z!m"Z" ddl#m$Z% ddl&m'Z' ddl(m)Z) dd	l*m+Z+m,Z, dd
l-m.Z. G dd de.Z/G dd dZ0G dd dZ1G dd dZ2G dd dZ3G dd dZ4G dd dZ5G dd dZ6G dd de.Z7G dd dZ8G dd  d Z9ej:;d!d"d#d$gd"d#gdd%gfd"d#d&gd"d#gdd%gfd"d#d&gd"d&gdd'gfgd(d) Z<d*d+ Z=d,d- Z>d.d/ Z?d0d1 Z@d2d3 ZAd4d5 ZBd6d7 ZCd8d9 ZDd:d; ZEd<d= ZFG d>d? d?ZGdS )@z$ test label based indexing with loc     )
namedtuple)datedatetimetime	timedeltaN)gettz)CategoricalCategoricalIndex	DataFrameDatetimeIndexIndex
IndexSlice
MultiIndexPeriodSeriesSparseDtype	Timedelta	Timestamp
date_rangetimedelta_rangeto_datetimeto_timedelta)	is_scalar)Float64Index)IndexingError_one_ellipsis_message)Basec                   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zejdedggedgdedddf edgddfedgedgdddgfedggedgddedgddfgdd ZdS ) TestLocc                 C   s   | j dddgtd d S )Nloc   labelstypsfailscheck_resultKeyErrorself r)   Q/home/mars/bis/venv/lib/python3.8/site-packages/pandas/tests/indexing/test_loc.pytest_loc_getitem_int/   s    zTestLoc.test_loc_getitem_intc                 C   s   | j dddgtd d S )Nr   cemptyr!   r$   r'   r)   r)   r*   test_loc_getitem_label4   s    zTestLoc.test_loc_getitem_labelc                 C   s   | j dddddddgtd | j ddd	gtd | j ddd	gtd | j dd
dddgtd | j dd
dgtd | j dd
dgdtd | j dd
d	gdtd d S )Nr   fintsuintsr    mixedtsr!   floats   r   r"   Zaxesr#   r$   r'   r)   r)   r*   #test_loc_getitem_label_out_of_range9   s       z+TestLoc.test_loc_getitem_label_out_of_rangec                 C   s@   | j ddddgdddgtd | j ddd	d
gdddgtd d S )Nr   r      r   r0   r1   r4   r!         @Ar$   r'   r)   r)   r*   test_loc_getitem_label_listF   s          z#TestLoc.test_loc_getitem_label_listc                 C   sz   | j ddddgdgtd | j ddddgdd	d
gdtd | j ddddgdd	d
gdtd | j ddddgdgdtd d S )Nr   r   r8   r   r-   r!   
   r0   r1   r4   r6            )r8   r=   )r8      )r      multir$   r'   r)   r)   r*   (test_loc_getitem_label_list_with_missingO   s,                z0TestLoc.test_loc_getitem_label_list_with_missingc                 C   s"   | j ddddgddgdtd d S )	Nr   r5      (   r0   r1   r8   r6   r$   r'   r)   r)   r*   !test_loc_getitem_label_list_fails^   s        z)TestLoc.test_loc_getitem_label_list_failsc                 C   s   d S Nr)   r'   r)   r)   r*   !test_loc_getitem_label_array_liked   s    z)TestLoc.test_loc_getitem_label_array_likec                 C   s$   ddddg}| j d|dgtd d S )NTFr   r-   r!   )r%   
IndexError)r(   br)   r)   r*   test_loc_getitem_booli   s    zTestLoc.test_loc_getitem_boolc                 C   s   | j dtdddddddgtd	 | j dtd
ddgdtd | j dtdddgdtd | j dtdddgdtd | j dtddddgdtd d S )Nr   r8   r=   r    r2   r-   r3   r4   r!   Z20130102Z20130104r6   r      r   r@   )r%   slice	TypeErrorr&   r'   r)   r)   r*   test_loc_getitem_label_sliceo   s,         
   z$TestLoc.test_loc_getitem_label_slicec                 C   st   t ddgddgddggddgdddgd}td	|jd
< t ddgddgddggddgdddgd}t|| d S )Nr5   a   col1col2r<   r8   columnsindexr   )r8   rR   r   )r
   nparanger   tmassert_frame_equalr(   dfexpectedr)   r)   r*    test_setitem_from_duplicate_axis   s      z(TestLoc.test_setitem_from_duplicate_axisc                 C   s   t dddgdtjdgtdtjtdgdd	}t d
gtdgdd	}|j|j|d  ddgf< t dddgdd
dgtdtdtdgdd	}t	
|| d S )Nr8   r   r=   zString 1zString 2z2019-06-11 11:00:00z2019-06-11 12:00:00)Zchannelr:   B)datazString 3r:   r_   r:   r_   )r
   rW   NaNr   pdNaTvaluesr   ZisnarY   rZ   )r(   r\   df2r]   r)   r)   r*   test_column_types_consistent   s.    
z$TestLoc.test_column_types_consistentzobj, key, expr8   FrU   NnamerV   c                 C   s6   |j | }t|ttfr&t|| n||ks2td S rG   )r   
isinstancer
   r   rY   assert_equalAssertionError)r(   objkeyexpresr)   r)   r*   #test_loc_getitem_single_boolean_arg   s    
z+TestLoc.test_loc_getitem_single_boolean_arg)__name__
__module____qualname__r+   r.   r7   r;   rC   rF   rH   rK   rO   r^   rg   pytestmarkparametrizer
   r   r   r   rs   r)   r)   r)   r*   r   .   s,   	$r   c                   @   s   e Zd Zejddedddffdedddffdeddd	ffd
ededdffdedddffdeddedffdedd	dffgdd Zdd Zdd Z	dd Z
dd Zdd Zdd Zd d! Zejd"d#d$gd#d$d#d$ggd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zejd5d6 Zejd7d8ejd8ejd9ejd8d8d8d8d8gejd9gd:d; Zd<d= Zd>d? Zd@dA ZdBdC Z dDdE Z!ejdFdGdHdIdJdKdLdMdNgdOdP Z"dQdR Z#dSdT Z$dUdV Z%dWdX Z&e'j(dYdZ Z)d[d\ Z*d]d^ Z+d_d` Z,dadb Z-ejdcddge.dedddeeddggejdfdggedgggdhdi Z/ejdjd8dkgdddldmdIgfdne0dndndndngdodpej1ej1gdndndndnggdddldmdIgdqfdrdmdIgfdndsge0drdkej1ej1gdodpdndsgdtduej1ej1ggdddldmdIgdqfdrdddldmgfejdndsdvgejd9e0drdkej1gdndsdvgdtduej1ggdddldmgdqfe.drdodedldmdIgfdndsdvgdwdxdygge0drdkej1ej1gdodndsdvgdtdwdxdyggdddldmdIgdqfe.drdodedmdddIgfejdndsdvgdwdxdyggejd9e0drdkej1ej1gdsdpdndvgdxdudwdyggdddldmdIgdqfe.dedededddmgfe0dndsgdvdwgdxdyggdddmgdqe0dndkdsgdvdpdwgdxdudyggdddldmgdqfgdzd{ Z2d|d} Z3d~d Z4dd Z5dd Z6dd Z7ejj8dd Z9dd Z:dd Z;dd Z<ejj=dddd Z>dd Z?dd Z@dd ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIejddddgejdejejJeKge'jLdd ZMdd ZNe'jLdd ZOdd ZPejdeQejeReSgdd ZTdd ZUejddeRdrgfdeRdkgfgdd ZVdd ZWejdd8ddrdkdodpdtdudndsdvg
fe.dpdsd8drdkdodddddsdvg
fdodtgd8drdkddpddudndsdvg
fgddĄ ZXddƄ ZYddȄ ZZddʄ Z[ejdddggdd΄ Z\ddЄ Z]ejdddddgdde.defgddӄ Z^ddՄ Z_ddׄ Z`ddل Zaddۄ Zbdd݄ Zcejdddgdd Zddd Zedd Zfdd Zgdd ZhdeS )TestLocBaseIndependentzmsg, keyz'Period\('2019', 'A-DEC'\), 'foo', 'bar'  foobarz&Period\('2019', 'A-DEC'\), 'y1', 'bar'y1z&Period\('2019', 'A-DEC'\), 'foo', 'z1'z1z;Period\('2018', 'A-DEC'\), Period\('2016', 'A-DEC'\), 'bar'    z&Period\('2018', 'A-DEC'\), 'foo', 'y1'z;Period\('2017', 'A-DEC'\), 'foo', Period\('2015', 'A-DEC'\)    z&Period\('2017', 'A-DEC'\), 'z1', 'bar'c              	   C   sz   t tdddgtdtddgtddtd	gd
ddgdddgddddg}tjt|d |j|  W 5 Q R X dS )a  
        parse_time_string return parameter if type not matched.
        PeriodIndex.get_loc takes returned value from parse_time_string as a tuple.
        If first argument is Period and a tuple has 3 items,
        process go on not raise exception
        r{   x1Zx2r   r   r~   r   r   r   r8   r   r=   r<   r5   rD   )r:   r_   CZV1ZV2r:   r_   r   matchN)r
   r   	set_indexrw   raisesr&   r   )r(   msgrp   r\   r)   r)   r*   ;test_contains_raise_error_if_period_index_is_in_multi_index   s    	zRTestLocBaseIndependent.test_contains_raise_error_if_period_index_is_in_multi_indexc              	   C   s>   t ddgi}tjtdd |jd d df  W 5 Q R X d S )NrP   r8   u   אr   r
   rw   r   r&   r   r(   r\   r)   r)   r*   $test_loc_getitem_missing_unicode_key   s    z;TestLocBaseIndependent.test_loc_getitem_missing_unicode_keyc                 C   sT   t tjddd tdD d}|jd }|jd d df jd }t|| d S )	N)r5   rA   c                 S   s   g | ]}d |d  qS )ZABCDErA   r)   .0xr)   r)   r*   
<listcomp>   s     z@TestLocBaseIndependent.test_loc_getitem_dups.<locals>.<listcomp>r5   rk   )r:   r   r   r:   )r
   rW   randomZrandom_sampleranger   rY   assert_series_equalr(   r\   r]   resultr)   r)   r*   test_loc_getitem_dups   s    
 
z,TestLocBaseIndependent.test_loc_getitem_dupsc                 C   s   t ddddtdggdddddgdgd}tddddtdgdddddgdd}|jd	 }t|| |jd }t|| d S )
Nr8   r   r|   r}   20130101rP   rT   rV   rj   r   )r
   r   r   ilocrY   r   r   r   r)   r)   r*   test_loc_getitem_dups2  s    

z-TestLocBaseIndependent.test_loc_getitem_dups2c                 C   s  t tdtdtjdddd d tjdddd d d	d
}dddgf}| }|j|  d9  < t|j| d|j|   d}| }|j|  d9  < |j| d|j|  kst	dddgf}| }|j|  d9  < t
|j| d|j|   d S )NZrtttiZaaaderA   float64dtypegq=
ףp?r   g(\տ)mer|   r}   bar2r   rr}   r          @)r   r}   t)r
   listrW   rX   r   copyr   rY   r   rn   rZ   )r(   Zdf_origindexerr\   r)   r)   r*   test_loc_setitem_dups  s2    
z,TestLocBaseIndependent.test_loc_setitem_dupsc                 C   s   t dddgtdddgddd}|d	 dk}|j|d
f d }||j|d
f< t dddgtdddgddd}t|| t dddgdddgddd}|d	 dk}|j|d
f }||j|d
f< t dddgdddgddd}t|| d S )Nr   r8   d   rQ   i,  Zuint32r   rP   rJ   rP   rJ      i-  uint64)r
   r   r   rY   rZ   )r(   Zdf1ixZnewb1r]   rf   Znewb2r)   r)   r*   test_loc_setitem_slice:  s    "z-TestLocBaseIndependent.test_loc_setitem_slicec                 C   s   t dgdgdgdgd}dddg}|jd d |f d	|jd d |f< t dgtjdgd	d
tjdgd	d
tjdgd	d
d}t|| d S )Nr:   333333?        g      )idrP   rJ   r,   rP   rJ   r,   Zfloat32r   )r
   r   astyperW   arrayrY   rZ   )r(   r\   colsr]   r)   r)   r*   test_loc_setitem_dtypeO  s    
&	z-TestLocBaseIndependent.test_loc_setitem_dtypec              	   C   sr   t tddddgd}tjtdd |ddg  W 5 Q R X t td}tjtdd |d	dg  W 5 Q R X d S )
Nr=   rP   rJ   r,   rk   not in indexr   dr   )r   r   rw   r   r&   r(   sr)   r)   r*   $test_getitem_label_list_with_missing`  s    z;TestLocBaseIndependent.test_getitem_label_list_with_missingrV   TFc              	   C   sN   t dddg}dt| dt| }tjt|d |j|  W 5 Q R X d S )Nr8   r   r=   z Boolean index has wrong length: z instead of r   )r   lenrw   r   rI   r   )r(   rV   r   r   r)   r)   r*   test_loc_getitem_bool_diff_lenk  s    z5TestLocBaseIndependent.test_loc_getitem_bool_diff_lenc                 C   s   d S rG   r)   r'   r)   r)   r*   test_loc_getitem_int_slices  s    z1TestLocBaseIndependent.test_loc_getitem_int_slicec              	   C   sZ   t tjddddgdddgd}d	}tjt|d
 |jddgddgf  W 5 Q R X d S )N)r=   r=   rP   rJ   r,   er/   grV   rU   zJ\"None of \[Int64Index\(\[1, 2\], dtype='int64'\)\] are in the \[index\]\"r   r8   r   )r
   rW   r   rw   r   r&   r   r(   r\   r   r)   r)   r*   test_loc_to_failw  s    
  z'TestLocBaseIndependent.test_loc_to_failc              	   C   s,  t td}d|jd< d|jd< tjtdd |jd  W 5 Q R X d}tjt|d |jdd	g  W 5 Q R X d
}tjt|d |jdg  W 5 Q R X d|jd< tjtdd |jdd	g  W 5 Q R X d|d< d}tjt|d |jd	g  W 5 Q R X |d= tjt|d d|jd	g< W 5 Q R X d S )Nr   r8   r   rP   z^-1$r   zL\"None of \[Int64Index\(\[-1, -2\], dtype='int64'\)\] are in the \[index\]\"zE\"None of \[Index\(\['4'\], dtype='object'\)\] are in the \[index\]\"4r=   r   zH\"None of \[Int64Index\(\[-2\], dtype='int64'\)\] are in the \[index\]\"r   )r   objectr   rw   r   r&   )r(   r   r   r)   r)   r*   test_loc_to_fail2  s.    



z(TestLocBaseIndependent.test_loc_to_fail2c              	   C   sx   t dgdggddgdgd}d}tjt|d |jd	gd d f  W 5 Q R X tjt|d |jd	g  W 5 Q R X d S )
NrP   rJ   r8   r   valuer   zG\"None of \[Int64Index\(\[3\], dtype='int64'\)\] are in the \[index\]\"r   r=   r   r   r)   r)   r*   test_loc_to_fail3  s    z(TestLocBaseIndependent.test_loc_to_fail3c              	   C   sr   t dddg}|jdg  tjttdd |jdg  W 5 Q R X tjtdd |jddg  W 5 Q R X d S )Nr8   r   r=   z="None of [Int64Index([3], dtype='int64')] are in the [index]"r   r   )r   r   rw   r   r&   reescaper   r)   r)   r*   test_loc_getitem_list_with_fail  s    z6TestLocBaseIndependent.test_loc_getitem_list_with_failc                 C   s   t tjjdddddddgd}|jd	d
 }|jt| }|j| }t|| |j|j	 }t|| |jt
j|dd }t|| d S )N)rA   r<   sizeZalpha_0Zalpha_1Zalpha_2Zbeta_0Zbeta_1rk   c                 S   s   d| kS )Nalphar)   r   r)   r)   r*   <lambda>      z7TestLocBaseIndependent.test_loc_index.<locals>.<lambda>booleanr   )r
   rW   r   rV   mapr   r   rY   rZ   re   rc   )r(   r\   maskr]   r   r)   r)   r*   test_loc_index  s    
z%TestLocBaseIndependent.test_loc_indexc                 C   s   t tjddddddgddddgd}|jd d ddf jddd d f }|jddgk sft|j	ddgk s|tt t
d	gd
gdjd }tt
d	d
gddgdd}t|| |jtkstd S )Nr@   r:   r_   r   DrT   r   r   r   r8   r   rP   rJ   r   )r
   rW   r   randr   r   rU   allrn   rV   r   r   rY   r   r   r   r(   r\   r   r]   r)   r)   r*   test_loc_general  s    

(z'TestLocBaseIndependent.test_loc_generalc                 C   s"   t tddttdtjddS )N
2000-01-01	2000-01-5rA   r   r   val)r
   r   r   r   rW   int64r'   r)   r)   r*   frame_for_consistency  s
    z,TestLocBaseIndependent.frame_for_consistencyr   r   r   c                 C   sV   t tdtdtjdttdtjdd}| }||jd d df< t|| d S )Nr   rA   rV   r   r   r   r   	r
   r   r   rW   r   r   r   rY   rZ   )r(   r   r   r]   r\   r)   r)   r*   test_loc_setitem_consistency  s    z3TestLocBaseIndependent.test_loc_setitem_consistencyc                 C   sR   t tdtddttdtjdd}| }d|jd d df< t|| d S )Nr|   rA   rk   r   r   r   r   r(   r   r]   r\   r)   r)   r*   (test_loc_setitem_consistency_dt64_to_str  s    z?TestLocBaseIndependent.test_loc_setitem_consistency_dt64_to_strc                 C   sR   t tdtddttdtjdd}| }d|jd d df< t|| d S )N      ?rA   rk   r   r   r   r   r   r)   r)   r*   *test_loc_setitem_consistency_dt64_to_float   s    zATestLocBaseIndependent.test_loc_setitem_consistency_dt64_to_floatc                 C   sJ   t dttdgi}d|jd d df< t dtdgi}t|| d S )Nr   Z20180101string)r
   r   r   r   rY   rZ   r[   r)   r)   r*   'test_loc_setitem_consistency_single_row-  s    z>TestLocBaseIndependent.test_loc_setitem_consistency_single_rowc                 C   st   t ddgd}|d tj|d< t ddgd}d|jd d df< t|| t ddgd}d|d< t|| d S )Nr   yrh   r8   )r
   r   rW   r   r   rY   rZ   r(   r]   r\   r)   r)   r*   "test_loc_setitem_consistency_empty5  s    z9TestLocBaseIndependent.test_loc_setitem_consistency_emptyc                 C   st  dgd ddddgddddgg}t j|d	d
dgd}dddddgdddddgg}t j|ddgd}ddddtjgdddddgddddtjgddddd gg}t|||d!}t|jd d d"f |jd d d"f< t|jd d d#f |jd d d#f< |jd d d#f |jd d d"f  |jd d d$f< |jd d d$f d%|jd d d$f< td&d'd(d)g|j	d$d*}t
|d$ | d S )+NZRegion_1r@   ZSite_1ZSite_2l   BP[ l   _Z l   q=.Z l   <.Z RegionZSiteZRespondentIDnames
RespondentZOtherCatZ	Something	StartDateEndDatezYes/NoZSomethingElseZLevel_0ZLevel_1r:   z5/25/2015 10:59z5/25/2015 11:22ZYesz5/21/2015 9:40z5/21/2015 9:52z5/20/2015 8:27z5/20/2015 8:41z5/20/2015 8:33z5/20/2015 9:09ZNor   )r   r   )r   r   )r   ZDurationztimedelta64[s]id  i  iH  g     @r   )r   from_arraysrW   nanr
   r   r   r   r   rV   rY   r   )r(   levelsmiZclevelsr   re   r\   r]   r)   r)   r*   -test_loc_setitem_consistency_slice_column_lenA  sH    



  zDTestLocBaseIndependent.test_loc_setitem_consistency_slice_column_lenunitYMr   hmr   msusc                 C   s   t dtdtdgi}|jd d df jd| d|jd d |f< |jd d df jd| d|d< t|jd d df |d}t|jd d |f | d S )N	timestampz2017-02-11 12:41:29z1991-11-07 04:22:37zdatetime64[]r]   ri   )	r
   rW   
datetime64r   re   r   r   rY   r   )r(   r   r\   r]   r)   r)   r*   test_loc_assign_non_ns_datetimel  s    	0&z6TestLocBaseIndependent.test_loc_assign_non_ns_datetimec                 C   s   t dddddgi}t|d ddd|d	< |jd d d	f |jd d d
f< |jddgd	f |jddgd
f< t dddgdddgdddgdddggdd	d
gd}d	d
g}|| t||< t|| d S )Nr   l   CO!gl   s~!gl    4	8l   A{?r   T)r   cacheZdate_dtZ
date_dt_cpr   r=   z2017-01-24 13:26:12.711z2017-01-24 13:52:05.110z2018-10-22 13:44:05.888z2018-10-23 08:08:41.025rh   )r
   	from_dictr   r   applyrY   rZ   )r(   r\   r]   rU   r)   r)   r*   test_loc_modify_datetime~  s"      
z/TestLocBaseIndependent.test_loc_modify_datetimec                 C   s   t dddgdgtd}tjdddgdd	|jdddgdf< tdddgdddgtd
}|rrtdddgdddgdd
}t d|i}t|| d S )Nr=   rA   r@   r:   rV   rU   r   r8   r   r   r   r   r
   floatrW   r   r   r   rY   rZ   )r(   using_array_managerr\   serr]   r)   r)   r*   #test_loc_setitem_frame_with_reindex  s    $z:TestLocBaseIndependent.test_loc_setitem_frame_with_reindexc                 C   s   t dddgddgtd}d|d< tjdd	dgd
d|jdddgdf< td	ddgdddgd
d}t d|i}d|d< t|| d S )Nr=   rA   r@   r:   r_   r  r   r8   r   r   r   r   r	  )r(   r\   r  r]   r)   r)   r*   )test_loc_setitem_frame_with_reindex_mixed  s    $z@TestLocBaseIndependent.test_loc_setitem_frame_with_reindex_mixedc                 C   st   t dddgddgtd}d|d< tjdddgdd	|jtdd
ddf< t dddgdddddgd}t|| d S )Nr8   r   r=   r:   r_   r  r   r   r   r   r   ra   rk   )r
   r
  rW   r   r   rM   rY   rZ   r[   r)   r)   r*   *test_loc_setitem_frame_with_inverted_slice  s
    &zATestLocBaseIndependent.test_loc_setitem_frame_with_inverted_slicec           
      C   s   dd t dD }tjddd}dd t dD }tjddd}tt||}t|d}tj|d	< ||j|d	f< tj|d
< ||j|d
f< t	||tj
d}t	||d}t||dj|d}	t||	 d S )Nc                 S   s   g | ]}d t | qS @strr   ir)   r)   r*   r     s     zGTestLocBaseIndependent.test_loc_setitem_empty_frame.<locals>.<listcomp>rA   r   r   c                 S   s   g | ]}d t | qS r  r  r  r)   r)   r*   r     s     r@   rk   r:   r_   r   ra   )r   rW   rX   r   setunionr
   r   r   r   r   reindexrY   rZ   )
r(   Zkeys1Zval1keys2Zval2rV   r\   ZseraZserbr]   r)   r)   r*   test_loc_setitem_empty_frame  s    


z3TestLocBaseIndependent.test_loc_setitem_empty_framec                 C   s   t tjddtdtdd}|jd }d|jd< |jd }|dksJt|jd }|dks`td|jd d d	d
f< |jd d d	d
f }|jd d dd f }t	|| d S )Nr@   abcdABCDr   r   r   r8   )rP   r:   r   r_   r   )
r
   rW   r   randnr   r   r   rn   rY   rZ   r   r)   r)   r*   test_loc_setitem_frame  s     



z-TestLocBaseIndependent.test_loc_setitem_framec                 C   sT   t dddgtjd}|j|j|j|jkdf< t dddgtjd}t|| d S )Nr8   r   r=   ra   r_   )r
   rW   r   r:   r   r_   rY   rZ   r[   r)   r)   r*   /test_loc_setitem_frame_nan_int_coercion_invalid  s    zFTestLocBaseIndependent.test_loc_setitem_frame_nan_int_coercion_invalidc                 C   s   t ddgddgddgd}|jdddgf }tddgtddgtd	tdd
}t|| t ddgddgddgd}ddg|jdddgf< t|| d S )Nr8   r   r=   r@   rP   rJ   )r8   r   rP   r   r   rV   r   rj   rA   r>   )r
   r   r   r   r   rY   r   rZ   r   r)   r)   r*   #test_loc_setitem_frame_mixed_labels  s       z:TestLocBaseIndependent.test_loc_setitem_frame_mixed_labelsc                 C   s  t dddgttdtjdd}|jdd }|jd	d |_||jd	d< t dddgtdddgtjdd}t|| t t	d
dttdtjdd}t t
dt
dt
dt
dt
dgtd	dd	ddgtjdd}|jd	d }|jdd |_||jdd< t|| d S )Nr|   r}   bazr=   r   ra   r8   r   r   r   r   rA   r   Z20000101Z20000102Z20000103r@   )r
   r   r   rW   r   r   rV   rY   rZ   r   r   )r(   r\   rhsr]   r)   r)   r*    test_loc_setitem_frame_multiples  s:    z7TestLocBaseIndependent.test_loc_setitem_frame_multiplesr   r:   Nr   Zc                 C   sL   t ddgddggddgd}||jd|f< |jd	 }t|rD|d
ksHtd S )Nr8   r   r=   r@   r:   r_   rh   r   )r   r:   r&  )r
   r   r   rn   )r(   r   r   r\   r   r)   r)   r*   "test_loc_setitem_with_scalar_index   s    	
z9TestLocBaseIndependent.test_loc_setitem_with_scalar_indexzindex,box,expectedr   r_   r   r?   r=   r@   rh   r8   rL   rA   r>   	   r<         c                 C   s<   t ddgddgddggddgd	}||j|< t|| d S )
Nr8   r   r=   r@   rA   r>   r:   r_   rh   r
   r   rY   rZ   )r(   rV   boxr]   r\   r)   r)   r*    test_loc_setitem_missing_columns/  s    5"
z7TestLocBaseIndependent.test_loc_setitem_missing_columnsc                 C   sZ   t dtddtjgi}|j}|jdg }t|j| |jdg }t|j| d S )Nr   r   UTCr   r8   )	r
   r   tz_localizerc   rd   dtypesr   rY   r   r   r)   r)   r*   test_loc_coercionh  s    z(TestLocBaseIndependent.test_loc_coercionc                 C   sj   dd l }td| ddd| dddgi}|j}|jdg }t|j| |jdg }t|j| d S )Nr   r     r8   i  r   )r   r
   r0  r   rY   r   )r(   r   r\   r]   r   r)   r)   r*   test_loc_coercion2t  s    z)TestLocBaseIndependent.test_loc_coercion2c                 C   sZ   t ddgd gd  i}|j}|jdd }t|j| |jdd  }t|j| d S )Ntextz
some wordsr(  r   r   r=   )r
   r0  r   rY   r   r   r)   r)   r*   test_loc_coercion3  s    z)TestLocBaseIndependent.test_loc_coercion3c                 C   sf   t ddt ddg}t|ddgd}ttd}|d ||d< |d	 ||d< t|| d S )
N*   r.  i  r|   r}   rk   r   r   r8   )r   r/  r   r   rY   r   )r(   Z
indexer_slvalsr]   r  r)   r)   r*   test_setitem_new_key_tz  s    
z.TestLocBaseIndependent.test_setitem_new_key_tzc              	   C   s  t ddddddgddddddgd	d
dd
dddgd}d}tjt|d |jdd   W 5 Q R X d}tjt|d |jd
d   W 5 Q R X d}tjt|d |jdd  W 5 Q R X t ddddddgddddddgd	d
dd
dddgdjd
d}|jdd  }t ddddgddddgd	ddddgd}t|| |jd
d  }t|| |jdd }t dddgdddgd	dddgd}t|| d S )Nr8   r   r=   r@   rA   r>   r?   rL   ra   r   rk   z5'Cannot get left slice bound for non-unique label: 1'r   z5'Cannot get left slice bound for non-unique label: 0'axis)r
   rw   r   r&   r   
sort_indexrY   rZ   )r(   r\   r   r   r]   r)   r)   r*   test_loc_non_unique  s6        *$z*TestLocBaseIndependent.test_loc_non_uniquec                    s   t d  fdd} fdd}|dd}|jjdks:ttd}|j| }|||}t|| |d	d
}|jjdks~ttd
}|j| }|||}t|| d S )NZABCDEFGc              	      sJ   t ttj| t t|  dtt|t fdg|  dgS )Nr   r   )	rc   concatr
   rW   r   r  r   rX   ones)lengthl2rh   r)   r*   gen_test  s      zITestLocBaseIndependent.test_loc_non_unique_memory_error.<locals>.gen_testc              	      sL   t |}t| dgtt|t  fdg|  d| |dd  gS )Nr   r   r8   )r   rc   r=  taker
   rW   r>  )r\   r   Zlen_maskrh   r)   r*   gen_expected  s    
zMTestLocBaseIndependent.test_loc_non_unique_memory_error.<locals>.gen_expected  r   Fi 順 )	r   rV   Z	is_uniquern   rW   rX   r   rY   rZ   )r(   rA  rC  r\   r   r   r]   r)   rh   r*    test_loc_non_unique_memory_error  s    







z7TestLocBaseIndependent.test_loc_non_unique_memory_errorc                 C   s\   t ddgddgg}d|j_|jddg jj}|dks:t|jddg jj}|dksXtd S )Nr8   Z
index_namer   )r
   rV   rj   r   rn   r   r(   r\   r   r)   r)   r*   test_loc_name  s    z$TestLocBaseIndependent.test_loc_namec                 C   s   t dd}t j|jd d g f |jd d d df ddd t j|jg d d f |jd dd d f ddd t j|jg  |jd dd d f ddd d S )NrA   r   r   T)check_index_typecheck_column_type)rY   ZmakeCustomDataframerZ   r   r   r   r)   r)   r*   !test_loc_empty_list_indexer_is_ok  s&             z8TestLocBaseIndependent.test_loc_empty_list_indexer_is_okc           	      C   sp  |rt jjdd}|j| tddddgi}|jd d  }||k	sJt|d d  |k	s^tt	|d j
|d j
sztdddg|jd d df< |d dk st||jd d d d f kstttjdd}|d	 |jd d d	f ksttddddd
dg}|jd d  }||k	s$t|d d  |k	s:tdddg|d d< t|d d dddgksltd S )Nz0setting with .loc[:, 'a'] does not alter inplacereasonrP   r8   r   r=   r@   r<   r   rA   r>   r?   rL   r(  )rw   rx   xfailnodeZ
add_markerr
   r   rn   rW   Zshares_memory_valuesr   r   r  r   )	r(   r  requestrx   Zoriginal_dfZ	sliced_dfr\   Zoriginal_seriesZsliced_seriesr)   r)   r*   &test_identity_slice_returns_new_object  s*    z=TestLocBaseIndependent.test_identity_slice_returns_new_objectz!accidental fix reverted - GH37497rL  c                 C   s|   t ttdtdddgd}| }|jd d df }|d7 }t|| | }|j|jdf }|d7 }t|| d S )Nr=   rP   rJ   rh   r   )r
   zipr   r   r   rY   rZ   rV   )r(   r   r   qzr)   r)   r*   test_loc_copy_vs_view.  s    z,TestLocBaseIndependent.test_loc_copy_vs_viewc                 C   s   t dj}tddg|d |gd}|j|d  }|jd }||ksHt|j|d g }|jdg }t|| |j|d |g }t|| d S )Nr   r8   r   rk   r   )	rW   iinfomaxr   r   r   rn   rY   r   )r(   umaxr  r   r]   r)   r)   r*   test_loc_uint64?  s    
z&TestLocBaseIndependent.test_loc_uint64c              	   C   sr   t dj}tddg|d |gd}tjtdd |jd  W 5 Q R X tjtdd |jdg  W 5 Q R X d S )Nr   r8   r   rk   z-1r   r   )rW   rW  rX  r   rw   r   r&   r   )r(   rY  r  r)   r)   r*   !test_loc_uint64_disallow_negativeP  s    z8TestLocBaseIndependent.test_loc_uint64_disallow_negativec                 C   sR   dddg}t |d gt| d}t ddgd}||jd d df< t|| d S Nr8   r   r=   r   r   r   r   rh   )r
   r   r   rY   rZ   r(   r`   r]   r\   r)   r)   r*   *test_loc_setitem_empty_append_expands_rows]  s
    
zATestLocBaseIndependent.test_loc_setitem_empty_append_expands_rowsc                 C   sf   dddg}t |d gt| d}t ddgd}|d tj|d< ||jd d df< t|| d S r\  )r
   r   r   rW   r   r   rY   rZ   r^  r)   r)   r*   6test_loc_setitem_empty_append_expands_rows_mixed_dtypeh  s    
zMTestLocBaseIndependent.test_loc_setitem_empty_append_expands_rows_mixed_dtypec                 C   sD   t dgtjgd}t ddgtd}|jd |jd< t|| d S )Nr   r]  r   r   rU   r   )r   r   )r
   rW   r   r
  r   rY   rZ   r   r)   r)   r*   *test_loc_setitem_empty_append_single_values  s    zATestLocBaseIndependent.test_loc_setitem_empty_append_single_valuec              	   C   s   ddg}t ddgd}|jtj|_d}tjt|d ||jddgdf< W 5 Q R X d		d
ddg}tjt
|d ||jdddf< W 5 Q R X d S )Nr8   r   r   r   rh   zFNone of \[Int64Index\(\[0, 1\], dtype='int64'\)\] are in the \[index\]r   r   |z?cannot copy sequence with size 2 to array axis with dimension 0zCcould not broadcast input array from shape \(2,\) into shape \(0,\)z@Must have equal len keys and value when setting with an iterable)r
   rV   r   rW   r   rw   r   r&   r   join
ValueError)r(   r`   r\   r   r)   r)   r*   $test_loc_setitem_empty_append_raisesz  s    z;TestLocBaseIndependent.test_loc_setitem_empty_append_raisesc                 C   sD   t ddgddgg}|jtd }tddgdd}t|| d S )Nr8   r   r=   r@   r   ri   )r
   r   rW   r   r   rY   r   )r(   r\   r   r   r)   r)   r*   test_indexing_zerodim_np_array  s    z5TestLocBaseIndependent.test_indexing_zerodim_np_arrayc                 C   s,   t ddg}|jtd }|dks(td S )Nr8   r   r   )r   r   rW   r   rn   )r(   r   r   r)   r)   r*   %test_series_indexing_zerodim_np_array  s    z<TestLocBaseIndependent.test_series_indexing_zerodim_np_arrayc                 C   sl   ddddddgd gd  }t |tddd	}t tddtjd
}ddddddg|jddd< t|| d S )Nr8   r   r=   r@   rA   r>   i  i  rk   r   r   r   )r   r   rW   r   r   rY   r   )r(   r`   r]   r   r)   r)   r*   test_loc_reverse_assignment  s
    z2TestLocBaseIndependent.test_loc_reverse_assignmentc                 C   s   t jd dd tdD }t|dgd}t|dgtd}t|| dd |D |j|j	df< t|dgt
dt}t|| d	d |D |d< t|dgt
d}t|| d S )
N   c                 S   s   g | ]}t tj d  qS )g-q=)r  rW   r   )r   _r)   r)   r*   r     s     z^TestLocBaseIndependent.test_loc_setitem_str_to_small_float_conversion_type.<locals>.<listcomp>rA   r:   rh   ra  c                 S   s   g | ]}t |qS r)   r
  r   r)   r)   r*   r     s     c                 S   s   g | ]}t |qS r)   rl  r   r)   r)   r*   r     s     )rW   r   seedr   r
   r   rY   rZ   r   rV   r
  r   )r(   Zcol_datar   r]   r)   r)   r*   3test_loc_setitem_str_to_small_float_conversion_type  s    zJTestLocBaseIndependent.test_loc_setitem_str_to_small_float_conversion_typec           	      C   s   t dddd}|jdk|jdk@ }ttjt|d|d}t	||}|j
tdd }|j
| }t|| |j
d	d  }|j
tdd }|d
d  }|jd |_|jd |_t|| d S )N1/1/2000z1/5/2000Z5minfreqr(  rD   r=   rk   z1/4/2000r   )r   hourminuter
   rW   r   r  r   rY   get_objr   r   rm   rV   
_with_freq)	r(   frame_or_seriesrngr   ro   r   rq   chunkr]   r)   r)   r*   test_loc_getitem_time_object  s    
z3TestLocBaseIndependent.test_loc_getitem_time_object
spmatrix_tZ
coo_matrixZ
csc_matrixZ
csr_matrixr   c                 C   s   dd l }t|j|}d\}}|tj|||d|d}tj|}td|}|j| j	}	|
 | }
t|	|
 |j| jj	}	t|t|dd}
t|	|
 d S )Nr   )rA   r?   r   r   )Z
fill_value)scipy.sparsegetattrsparserW   eyer
   from_spmatrixr   r   re   ZtoarrayrY   Zassert_numpy_array_equalr0  fullr   )r(   rz  r   Zscipyrowsr   Zspmatrixr\   Zitr_idxr   r]   r)   r)   r*   $test_loc_getitem_range_from_spmatrix  s    
z;TestLocBaseIndependent.test_loc_getitem_range_from_spmatrixc                 C   s<   t dtjddgtddi}|jddg }t|| d S )Nr:   r   r   r   r8   )r
   rc   r   r   r   rY   rZ   rG  r)   r)   r*   ,test_loc_getitem_listlike_all_retains_sparse  s    zCTestLocBaseIndependent.test_loc_getitem_listlike_all_retains_sparsec                 C   s   ddl m} tj|d}|jtd }tdddddgdddddggtddd}t	|| |jtd jtd	 }tdddddggtddd}t	|| d S )
Nr   )r~  rA   r   r   r   r   r   r8   )
r{  r~  r
   r}  r  r   r   r   rY   rZ   )r(   r~  r\   r   r]   r)   r)   r*   test_loc_getitem_sparse_frame  s     z4TestLocBaseIndependent.test_loc_getitem_sparse_framec                 C   s   t dddddgtddd}|jtd }t ddgtddd}t|| |jtd jtd }t ddgtddd}t|| d S )Nr   r   r   r   r   r=   )r   r   r   r   rY   r   )r(   r   r   r]   r)   r)   r*   test_loc_getitem_sparse_series  s    z5TestLocBaseIndependent.test_loc_getitem_sparse_serieskey_typec                 C   sH   |dddg}|j d d |f }|j d d dddgf }t|| d S )Nr:   r_   r   )r   rY   rZ   )r(   float_framer  idxr   r]   r)   r)   r*   test_loc_getitem_iterable  s    z0TestLocBaseIndependent.test_loc_getitem_iterablec                 C   sb   t tjjdd}tdddd|_|jtdd d d f }|jdd d d f }t	|| d S )Nr<   r@   r   Z0sr<   r   startperiodsrq  )
r
   rW   r   normalr   rV   r   r   rY   rZ   r   r)   r)   r*   #test_loc_getitem_timedelta_0seconds  s
    z:TestLocBaseIndependent.test_loc_getitem_timedelta_0secondsval,expected                c                 C   s4   t ddgddgd}|j| }||_t|| d S )Nr8   r   r  r  rk   )r
   r   rj   rY   r   )r(   r   r]   r\   r   r)   r)   r*   test_loc_getitem_uint64_scalar  s    
z5TestLocBaseIndependent.test_loc_getitem_uint64_scalarc                 C   sD   t dddgdddgd}| }d|jd< d|jd	< t|| d S )
NrP   rJ   r,   r         ?r8   rk   Zzoor   )r   r   r   r   rY   r   r(   r  r]   r)   r)   r*   ,test_loc_setitem_int_label_with_float64index(  s
    

zCTestLocBaseIndependent.test_loc_setitem_int_label_with_float64indexzindexer, expectedr5   c                 C   s\   t tddd}tdtdid|d}d|j|j| df< t||dgdd}t|| d S )	Nr<   r   r   r   r   r   rV   r5   r  )r   r   r
   r   rV   rY   rZ   )r(   r   r]   tdir\   r)   r)   r*   /test_loc_setitem_listlike_with_timedelta64index2  s    zFTestLocBaseIndependent.test_loc_setitem_listlike_with_timedelta64indexc                 C   s   t dddddgtdd}t dddddgtdd}tddgddgd|jdddf< tddgddgd|jdd	df< t|| d S )
Nr8   Zaaaaar   rJ   ZaabbarP   
categoriesr   r=   )r
   r   r   r   rY   rZ   )r(   r\   rq   r)   r)   r*   8test_loc_setitem_categorical_values_partial_column_sliceL  s
    ""zOTestLocBaseIndependent.test_loc_setitem_categorical_values_partial_column_slicec                 C   sb   t dgdgd}t|d dddgd}||jd d df< |d }t||jdd}t|| d S )	NrP   r   )AlphaZNumericr  rJ   r,   r  r   )r
   r   r   r   rV   rY   r   )r(   r\   r  r   r]   r)   r)   r*   'test_loc_setitem_single_row_categoricalU  s    z>TestLocBaseIndependent.test_loc_setitem_single_row_categoricalc              	   C   s   t dtdgd i}td|jdddf< td|jd ksDttd|jd ksZttd	d
d
|jd< tt	 td|jd kstW 5 Q R X td |jd kstd S )Nr,   z
2010-10-01r=   z
2008-08-08r   r8   )r   r,   )r8   r,   i  rA   )r   r,   z
2005-05-05)
r
   r   rW   r  r   rn   r   rY   assert_produces_warningFutureWarningr   r)   r)   r*   "test_loc_setitem_datetime_coercion_  s     z9TestLocBaseIndependent.test_loc_setitem_datetime_coercionidxervarc                 C   sX   |}t ddd|d}td|dgd}t|dgtjd}||jd d |f< t|| d S )	Nz
2015-07-12r=   H)r  r  rq  tzr   r  r   r  )r   r
   rW   r   r   rY   rZ   )r(   r  Ztz_naive_fixturer  r  r]   r   r)   r)   r*   !test_loc_setitem_datetimeindex_tzk  s    z8TestLocBaseIndependent.test_loc_setitem_datetimeindex_tzc           
      C   s|  t dddd}ttjt|d|d}tddd}ttd	ddtd
dd}ddddg}ddddddddddddg}| }d|j	|< |j	| }|j	|  }	d|	j	d d < |r|	
t}	t||	 | }d|j	|< |j| |j	|< t|| | }d|j	|< |j	| }|j	|  }	d|	j	d d < |r>|	
t}	t||	 | }d|j	|< |j| |j	|< t|| d S )Nz
2012-01-01z
2012-01-05Z30minrp  rA   rk   r*  r   rj        H   x               J   K   L   z   {   |            )r   r
   rW   r   r  r   r   rM   r   r   r   r
  rY   rZ   r   )
r(   r  rV   r\   ZakeyZbkeyZaindsZbindsr   r]   r)   r)   r*   test_loc_setitem_time_keyw  s<    







z0TestLocBaseIndependent.test_loc_setitem_time_keyrp   c                 C   s   t dddg}tdddgddd	gg|d
}| }tjdtd|jd d |f< tdddgdddgg|d
}t	|| |j
dd}tjdtd|jd d |f< |j
dd}t	|| d S )N)r:   r@   )r_   3)r:   2r8   r   r=   r@   rA   r>   rh   )r   r   r   r   r9  )r   from_tuplesr
   r   rW   Zzerosintr   rY   rZ   r;  )r(   rp   r   r\   ro   r]   r)   r)   r*   ,test_loc_setitem_unsorted_multiindex_columns  s    zCTestLocBaseIndependent.test_loc_setitem_unsorted_multiindex_columnsc                 C   s>   t dddg|d}d|jd< t dddg|d}t|| d S )Nr8   r   r=   r   r@   r   )r   r   rY   r   )r(   Zany_int_numpy_dtypeseriesr]   r)   r)   r*   test_loc_setitem_uint_drop  s    
z1TestLocBaseIndependent.test_loc_setitem_uint_dropc                 C   sp   t dtddg }tdd|jdddg< t dtddg }ttdd|jdddg< t|| d S )Nr<   r   r5   r8   r   r=   )r   rW   timedelta64r   r   rY   r   r  r)   r)   r*   test_loc_setitem_td64_non_nano  s
    z5TestLocBaseIndependent.test_loc_setitem_td64_non_nanoc              	   C   s   t jdd}ttd}dddg}tjt|d ||j	td< W 5 Q R X d}tjt|d ||j	d d < W 5 Q R X d S )Nr   rc  z,shape mismatch: value array of shape \(2,2\)z0cannot reshape array of size 4 into shape \(2,\)r   zEcould not broadcast input array from shape \(2,2\) into shape \(2,?\))
rW   r   r  r   r   rd  rw   r   re  r   )r(   r`   r  r   r)   r)   r*    test_loc_setitem_2d_to_1d_raises  s    z7TestLocBaseIndependent.test_loc_setitem_2d_to_1d_raisesc                 C   sX   t jddd}tdddgdddgd	d
dgg|dddgd}d}|jd }t|| d S )Nr   r=   )r  r  r8   r   r@   rA   r>   r?   rL   r(  r:   r_   r   r   )r  r:   )rc   interval_ranger
   r   rY   assert_almost_equal)r(   rV   r\   r]   r   r)   r)   r*   test_loc_getitem_interval_index  s      
z6TestLocBaseIndependent.test_loc_getitem_interval_indexc                 C   sz   t jdddd}tdddgddd	gd
ddgg|dddgd}t jddddd}tddg|dd}|jd }t|| d S )Nr   r=   Zboth)r  r  closedr8   r   r@   rA   r>   r?   rL   r(  r:   r_   r   r   )r  r  rq  r  r   r8   r:   )rc   r  r
   r   r   rY   r   )r(   rV   r\   Z	index_expr]   r   r)   r)   r*    test_loc_getitem_interval_index2  s      
z7TestLocBaseIndependent.test_loc_getitem_interval_index2tplr8   r8   r   c                 C   sR   t ddgddd}t|d}|j|g }t |gddd}t|d}t|| d S )Nr  r  r:   Frj   Ztupleize_colsrk   )r   r
   r   rY   rZ   )r(   r  r  r\   r   r]   r)   r)   r*   +test_loc_getitem_index_single_double_tuples  s    

zBTestLocBaseIndependent.test_loc_getitem_index_single_double_tuplesc                 C   sn   t dddg}|dd}|dd}t||gdd	d
}tddg|ddgd}|j|dd d }|dksjtd S )N	IndexTyperP   rJ   r|   r}   r#  ZbofZcomposite_indexFr  r  )r=   r@   r:   r_   r   r8   )r   r   r
   r   rn   )r(   r  Zidx1Zidx2rV   r\   r   r)   r)   r*   !test_loc_getitem_index_namedtuple  s    

z8TestLocBaseIndependent.test_loc_getitem_index_namedtuplec                 C   s   t tjdddddddgdd	d
gd}d|d< tj|j|jd d d df< tjtjdtjdtjgtd}t	
|d j| d S )NrA   r=   rP   rJ   r,   r   r   r|   r}   r#  r   quxr  r   r   )r
   rW   r   r  r   r   rV   r   r   rY   r  re   r[   r)   r)   r*   $test_loc_setitem_single_column_mixed  s    z;TestLocBaseIndependent.test_loc_setitem_single_column_mixedc                 C   sp   t tjddtdd}tj|d< d|jd< |j}tt	dgd t	d	g d
dddgd}t
|| d S )NrD   r=   ABCrh   eventr|   )r<   r  r   r   r:   r_   r   rk   )r
   rW   r   r   tupler   r   r0  r   r   rY   r   r   r)   r)   r*   test_loc_setitem_cast2  s    


z-TestLocBaseIndependent.test_loc_setitem_cast2c                 C   sb   t dtjdtjdi}d|jd< |jjttjks:ttd|_|jjttjks^td S )Noner>   r   )r8   r  r?   )	r
   rW   rX   Zint8r   r0  r  r   rn   r   r)   r)   r*   test_loc_setitem_cast3  s
    
z-TestLocBaseIndependent.test_loc_setitem_cast3)irt   ru   rv   rw   rx   ry   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   fixturer   rW   r   r   r   r   r   r   r   r   r  r  r  r  r  tdZ&skip_array_manager_not_yet_implementedr  r  r   r"  r%  rM   r'  r
   r   r-  r1  r3  r5  r8  r<  Zarm_slowrF  rH  rK  rR  rN  rV  rZ  r[  r_  r`  rb  rf  rg  rh  ri  rn  ry  r   complexZskip_if_no_scipyr  r  r  r  iterr   r   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r)   r)   r)   r*   rz      s`  

$
'
*
+



% $
	
(
	 $
	$
	  3
"
3
"



 

 

	

&


rz   c                   @   sN   e Zd Zejejejgddd Zejdd Z	dd Z
dd	 Zd
d ZdS )TestLocWithEllipsis)paramsc                 C   s   |j S rG   )param)r(   rQ  r)   r)   r*   r     s    zTestLocWithEllipsis.indexerc                 C   s   |}|t k	r| }|S rG   )r   to_frame)r(   series_with_simple_indexrv  ro   r)   r)   r*   ro   $  s    zTestLocWithEllipsis.objc                 C   s   ||d }t || d S )N.)rY   rm   )r(   ro   r   r   r)   r)   r*   test_loc_iloc_getitem_ellipsis+  s    z2TestLocWithEllipsis.test_loc_iloc_getitem_ellipsisc           
   	   C   s  |}|t jkst|dkrdn|jd }|t jkr@|j r@d S |t jkrt|jtrd}tj	t
|d ||d|gf }W 5 Q R X n8t|dkr||d|gf }|||g }t || |t jkrdn|j}| }	||	d|gf }||	d d |gf }t || d S )Nr   z2MultiIndex does not support indexing with Ellipsisr   .)rY   r   r   rV   r   Z
is_booleanrl   r   rw   r   NotImplementedErrorr   rj   r  rZ   )
r(   r  r   ro   rp   r   r   r]   key2r\   r)   r)   r*   &test_loc_iloc_getitem_leading_ellipses/  s"    $z:TestLocWithEllipsis.test_loc_iloc_getitem_leading_ellipsesc              	   C   s   |t jkst|dkrdn|jd }tjttd ||d  W 5 Q R X tjttd ||d|gdf  W 5 Q R X tjttd ||dd|f  W 5 Q R X tjtdd |||ddf  W 5 Q R X d S )Nr   r   )...zToo many indexers)rY   r   r   rV   rw   r   r   r   )r(   ro   r   rp   r)   r)   r*   0test_loc_iloc_getitem_ellipses_only_one_ellipsisG  s    $zDTestLocWithEllipsis.test_loc_iloc_getitem_ellipses_only_one_ellipsisN)rt   ru   rv   rw   r  rY   r   r   r   ro   r  r  r  r)   r)   r)   r*   r    s   

r  c                   @   s  e Zd Zejdddgddddgddddggfddgddddgddddggfddgddgfddddgddddggfddgddgfddddgddddggfddgddgfddddgddddggfddgddgfddddgddddggfddgddgfdddgdddggfgejddd	gd
d Zdd Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zejdddgdd  Zd!d" Zd#d$ Zd%S )&TestLocWithMultiIndexzkeys, expectedrJ   rP   r8   r   r,   dimrV   rU   c                 C   s   |dddddgdddddggi}t tdddf|}t|}|dkrn|j|d d f }t|j	| n(|d	kr|jd d |f }t|j
| d S )
Nr,   rP   rJ   r8   r      rA   rV   rU   )r
   rW   rX   reshaper   r   r   rY   assert_index_equalrV   rU   )r(   r  keysr]   kwargsr\   	exp_indexrr   r)   r)   r*   'test_loc_getitem_multilevel_index_order[  s     
z=TestLocWithMultiIndex.test_loc_getitem_multilevel_index_orderc                 C   s   |}|j d }|d j d }|jj|jjdd  ks8t|jj|jjdd  ksTt|j d }|d j d }|jj|jjd kst|jj|jjd kstd S )N  r:   r8   )r  r   r   )r   rV   r   rn   rj   )r(   Z/multiindex_year_month_day_dataframe_random_dataZymdr   result2r)   r)   r*   test_loc_preserve_namesu  s    

z-TestLocWithMultiIndex.test_loc_preserve_namesc                 C   sf   t dgddgg}td|d}|jg  }|d d }t|| |j|jdd  }t|| d S )Nr   r8   rk   )r   from_productr   r   rY   r   r   )r(   r   r  rr   r]   Zres2r)   r)   r*   .test_loc_getitem_multiindex_nonunique_len_zero  s    
zDTestLocWithMultiIndex.test_loc_getitem_multiindex_nonunique_len_zeroc                 C   s   t d gtdgdgg}|jd }|d ks0ttdgddgg}t d gt| t|d}|jd }|d ksrtt dgt| t|d}|jd }|dkstd S )	NLevel1Level2)r  r  Level2_aZLevel2_br  )r  r  r8   )r   r   r   r   rn   r  r   r   )r(   r  r   Zmidxr)   r)   r*   0test_loc_getitem_access_none_value_in_multiindex  s    


zFTestLocWithMultiIndex.test_loc_getitem_access_none_value_in_multiindexc                 C   s   t jtddddddddgddddddddgddgd	}td
d
d
d
d
d
d
d
g|d}d|jdd< td
d
ddddd
d
g|d}t|| d S )Nr}   r#  r|   r  r  twofirstsecondr   r8   rk   r   )r#  r  )r|   r  )r   r  rS  r   r   rY   r   )r(   rV   r   r]   r)   r)   r*   !test_loc_setitem_multiindex_slice  s    z7TestLocWithMultiIndex.test_loc_setitem_multiindex_slicec                 C   sJ   t dddd}ttd|}|jtdddtddd }t|| d S )Nr   Z10minrE  rq  r  il  r8   i4  )r   r   r   r   r   rY   r   )r(   timesr  r   r)   r)   r*   7test_loc_getitem_slice_datetime_objs_with_datetimeindex  s    zMTestLocWithMultiIndex.test_loc_getitem_slice_datetime_objs_with_datetimeindexc                 C   sh   t tdtddtddd}|jddgddgf }t d	d
gd	d
gdtddgd}t|| d S )Nr<   r   z
2010-01-01z
2010-01-10rk   z
2010-01-05rP   rJ   r   r@   )r
   r   r   r   r   rY   rZ   r   r)   r)   r*   3test_loc_getitem_datetime_string_with_datetimeindex  s    
zITestLocWithMultiIndex.test_loc_getitem_datetime_string_with_datetimeindexc                 C   s   t jddddddgddgd}tddgdd	gd
dgddgddgddgg|ddgd}|jdd}tddgdd	gddggddg|dddgd}|jd }t|| d S )N)r|   r}   )ZbahZbamr:   r_   r   r   r8   r   r   r9   r=         @r@         @rA         @r>   r   r   r   r   )levelrT   )r   r  r
   r;  rB  r   rY   rZ   )r(   r   r\   r]   r   r)   r)   r*   3test_loc_getitem_sorted_index_level_with_duplicates  s:      
zITestLocWithMultiIndex.test_loc_getitem_sorted_index_level_with_duplicatesc                 C   s   t tdddttddgtdgdgd dgd  tdgd	d
gdd}tddgddgdd	dd}|jjd }t	|| |j
dg jjd }t	|| d S )Nr      rP   rJ   r<   r   rA   r8   ZIndex1ZIndex2)r   codesr   )r`   rV   Fcategory)r  orderedrj   r   )r
   rW   rX   r   r	   r   rV   r   rY   r  r   r   r)   r)   r*   5test_loc_getitem_preserves_index_level_category_dtype  s&    	zKTestLocWithMultiIndex.test_loc_getitem_preserves_index_level_category_dtypelt_valuerD   r<   c              	   C   sp   t dddddgitdddd	d
ggd}tjtdd0 |j|d |k d d f jdgd d f  W 5 Q R X d S )NrP   r*     "   -   aabbr   r8   r   r=   rk   z\['b'\] not in indexr   rJ   )r
   r   rw   r   r&   r   )r(   r  r\   r)   r)   r*   >test_loc_multiindex_levels_contain_values_not_in_index_anymore   s    (zTTestLocWithMultiIndex.test_loc_multiindex_levels_contain_values_not_in_index_anymorec                 C   sl   t t jt jg}ddg}t||g}tddg|d}|jd d df }tdgt jgd}t|| d S )Nr}   r#  r   r8   rk   )	rW   r   r   r   r   r   r   rY   r   )r(   lev1lev2r   r  r   r]   r)   r)   r*   'test_loc_multiindex_null_slice_na_level  s    z=TestLocWithMultiIndex.test_loc_multiindex_null_slice_na_levelc                 C   st   t jtdtdddggdddgd}ttd|d}|jd	d d d d f }|jd
d d }t	|j| d S )NabZxyr8   r   numr   rL   rk   rP   r   r@   )
r   r  r   r   r   r   rV   Z	droplevelrY   r  )r(   r   r  Z
loc_resultr]   r)   r)   r*   test_loc_drops_level  s     z*TestLocWithMultiIndex.test_loc_drops_levelN)rt   ru   rv   rw   rx   ry   r  r  r  r  r  r  r   r  r
  r  r  r  r)   r)   r)   r*   r  Z  s2   &&&&""
r  c                	   @   s   e Zd Zejjdd Zdd Zdd Zdd Z	d	d
 Z
dd Zdd Zdd Zejddd Zejdddddddgdd ZdS )TestLocSetitemWithExpansionc                 C   sN   t dtdidd}t|d |jt|< t dtdidd}t|| d S )Nr   i@B r   r   r8   iAB )r
   r   r   r   rY   rZ   r(   r   r]   r)   r)   r*   /test_loc_setitem_with_expansion_large_dataframe!  s    zKTestLocSetitemWithExpansion.test_loc_setitem_with_expansion_large_dataframec                 C   s$  t td}d|jd< t|t dgdgd d|jd< t|t ddgddgd t td}d|jd< t|t dgdgd d|jd< t|t ddgddgd t td}d|jd< t|t dgdgd d|jd< t|t ddgddgd d	|jd< t|t ddd	gdddgd d S )
Nr   r8   rk   r=   r   r9   r|   r}   r@   )r   r   r   rY   r   r(   r  r)   r)   r*   test_loc_setitem_empty_series)  s"    









z9TestLocSetitemWithExpansion.test_loc_setitem_empty_seriesc                    sn   t dddtdd  fddtdD }td	g|d	 gd
}|D ]}d|j|< qBtd|d
}t|| d S )Nr   r)  r8   
US/Pacific)tzinfoc                    s   g | ]} t |d  d qS )rD  )seconds)r   r  baser)   r*   r   D  s     zUTestLocSetitemWithExpansion.test_loc_setitem_incremental_with_dst.<locals>.<listcomp>   r   rk   )r   r   r   r   r   rY   r   )r(   Zidxsr   r3   r]   r)   r  r*   %test_loc_setitem_incremental_with_dstA  s    zATestLocSetitemWithExpansion.test_loc_setitem_incremental_with_dstc                 C   s   t d}t d}dd dd dd dd fD ]R}t }d|j||d	f< d
|j||d	f< td	ddgi||gd}t|| q,d S )Nz20130101 09:00:00z20130101 10:00:00c                 S   s   | S rG   r)   r   r)   r)   r*   r   Q  r   zQTestLocSetitemWithExpansion.test_loc_setitem_datetime_keys_cast.<locals>.<lambda>c                 S   s   |   S rG   )Zto_datetime64r   r)   r)   r*   r   R  r   c                 S   s   |   S rG   )Zto_pydatetimer   r)   r)   r*   r   S  r   c                 S   s
   t | S rG   )rW   r  r   r)   r)   r*   r   T  r   r   r  rQ   g      Y@g      i@rk   )r   r
   r   rY   rZ   )r(   Zdt1Zdt2convr\   r]   r)   r)   r*   #test_loc_setitem_datetime_keys_castK  s    z?TestLocSetitemWithExpansion.test_loc_setitem_datetime_keys_castc                 C   sT   t ddgi}tdg|d|jd d df< t dgtdg|dd}t|| d S )Nr:   r8   rJ   )r	  r_   ra   )r
   r   r   rY   rZ   )r(   r	  r   r]   r)   r)   r*   1test_loc_setitem_categorical_column_retains_dtype^  s    zMTestLocSetitemWithExpansion.test_loc_setitem_categorical_column_retains_dtypec                 C   s   t ddd}t ddd}t ddd}t||ddd}||ks@tt|d	gd
}d|j|d	f< ttjgt| dg |t	|gd	gt
d}t|| d S )Nz2017-10-29 00:00:00+0200zEurope/Madridr  z2017-10-29 03:00:00+0100z2016-10-10 03:00:00leftr  )Z	inclusiverq  r   r   r*  r  )r   r   rn   r
   r   rW   r   r   appendr   r   rY   rZ   )r(   r  endr3   r  r   r]   r)   r)   r*   0test_loc_setitem_with_expansion_and_existing_dste  s    zLTestLocSetitemWithExpansion.test_loc_setitem_with_expansion_and_existing_dstc              	   C   s   t tddgdgd}ddg|d< |djd|_||jdk djd	}| }t	j
td
d ||j|jdkdf< W 5 Q R X t|d |jd gdd}t	|j| |j|jdkdf td }||j|jdkdf< t	|j|jdkdf | d S )Nz2015-03-30 20:12:32z2015-03-12 00:11:11r   )r`   rU   newoldnew_colr.  r  zmismatched timezoner   r   )r8   r   ri   Z1s)r
   r   r   rV   r/  r   r-  Z
tz_convertr   rY   r  r  r   r   r   r   )r(   r\   vrf   r]   r)   r)   r*   test_setitem_with_expansionw  s    
z7TestLocSetitemWithExpansion.test_setitem_with_expansionc                 C   sP   t  }d|jd< d|jd< d|jdtjf< |j}tddtjg}t|| d S )Nr8   r  r   )r8   r8   r=   r   )r
   r   rW   infrU   r   rY   r  r   r)   r)   r*   0test_loc_setitem_with_expansion_inf_upcast_empty  s    

zLTestLocSetitemWithExpansion.test_loc_setitem_with_expansion_inf_upcast_emptyz"ignore:indexing past lexsort depthc                 C   s`  t |sd S |d}t |}t|tj}t||dgd}d}||ksPt|t ||}t	|t
r|d d |kstn|d |kstt|d tj}t||dgd}	| }
||
j|df< t|
|	 | d }||j|< |	d tj}	t||	 | }
||
j|df< tt|tjg tjg| t|g d|d}	t|
|	 d S )	Nr   r   r   Zkapowr   r8   r   r8   rk   )r   repeatrW   rX   r   r   r
   rn   insertrl   r   r   r   r   rY   rZ   r   r   r   r
  )r(   rV   rQ  Narrorigrp   r  Zexp_datar]   r\   r  r)   r)   r*   /test_loc_setitem_with_expansion_nonunique_index  s8    


&zKTestLocSetitemWithExpansion.test_loc_setitem_with_expansion_nonunique_indexr   ZInt32Int64ZUInt32ZUInt64ZFloat32ZFloat64c                 C   sv   t ddddg|d}td|i}t|jd}||j|jdf< t|| t|jd}|j|j|jdf< t|| d S )Nr   r8   r   r=   r   r`   rk   )r   r
   rV   r   rY   rZ   rP  )r(   r   r  r\   r   r)   r)   r*   6test_loc_setitem_with_expansion_preserves_nullable_int  s    zRTestLocSetitemWithExpansion.test_loc_setitem_with_expansion_preserves_nullable_intN)rt   ru   rv   rw   rx   Zslowr  r  r"  r$  r%  r*  r/  r1  filterwarningsr8  ry   r:  r)   r)   r)   r*   r     s    



- r  c                   @   s,   e Zd Zdd Zdd Zdd Zdd Zd	S )
TestLocCallablec                 C   s  t ddddgtdddddgd}|jdd  }t||j|jdk  |jd	d d d f }t||j|jd
kd d f  |jdd dd f }t||j|jdkdddgf  |jdd dd f }t||j|jdkdf  |jdd dd f }t||j|jdkddgf  |jdd dd f }t||j|jdkddgf  |jdd dd f }||jd kstd S )Nr8   r   r=   r@   r  r:   r_   r   c                 S   s
   | j dkS Nr   r:   r   r)   r)   r*   r     r   zATestLocCallable.test_frame_loc_getitem_callable.<locals>.<lambda>c                 S   s
   | j dkS )NrJ   )r_   r   r)   r)   r*   r     r   rJ   c                 S   s
   | j dkS r>  r?  r   r)   r)   r*   r     r   c                 S   s
   | j dkS Nr_   rh   r   r)   r)   r*   r     r   FTc                 S   s
   | j dkS r>  r?  r   r)   r)   r*   r     r   c                 S   s   dS r@  r)   r   r)   r)   r*   r     r   r_   c                 S   s
   | j dkS r>  r?  r   r)   r)   r*   r     r   c                 S   s   ddgS Nr:   r_   r)   r   r)   r)   r*   r     r   r:   c                 S   s
   | j dkS r>  r?  r   r)   r)   r*   r     r   c                 S   s   ddgS rA  r)   r   r)   r)   r*   r     r   c                 S   s   dS )Nr8   r)   r   r)   r)   r*   r     r   c                 S   s   dS )Nr:   r)   r   r)   r)   r*   r     r   r  )	r
   r   r   rY   rZ   r:   r_   r   rn   r(   r\   rr   r)   r)   r*   test_frame_loc_getitem_callable  s    $ "  z/TestLocCallable.test_frame_loc_getitem_callablec                 C   s   t ddddgtdddddgd}|jdd d	d
gf }t||j|jdkd	d
gf  |jddgdd f }t||jddgd	d
gf  |jddd f }t||jdd	d
gf  d S )Nr8   r   r=   r@   r  r=  c                 S   s
   | j dkS r>  r?  r   r)   r)   r*   r     r   zITestLocCallable.test_frame_loc_getitem_callable_mixture.<locals>.<lambda>r:   r_   c                 S   s   ddgS rA  r)   r   r)   r)   r*   r     r   c                 S   s   ddgS rA  r)   r   r)   r)   r*   r      r   )r
   r   r   rY   rZ   r:   r   rB  r)   r)   r*   'test_frame_loc_getitem_callable_mixture  s    $ z7TestLocCallable.test_frame_loc_getitem_callable_mixturec                 C   s  t ddddgtddtdd}|jd	d
  }t||jddg  |jdd
 d d f }t||jddgd d f  |jdd
 dd
 f }t||jddgdf  |jdd
 dd
 f }t||jddgdgf  |jddgdd
 f }t||jddgdf  |jddgdd
 f }t||jddgdgf  |jdd
 df }t||jddgdf  |jdd
 dgf }t||jddgdgf  d S )Nr8   r   r=   r@   r  Xr   r  rk   c                 S   s   ddgS Nr:   r   r)   r   r)   r)   r*   r     r   zHTestLocCallable.test_frame_loc_getitem_callable_labels.<locals>.<lambda>r:   r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r     r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r     r   c                 S   s   dS NrF  r)   r   r)   r)   r*   r     r   rF  c                 S   s   ddgS rG  r)   r   r)   r)   r*   r     r   c                 S   s   dgS rH  r)   r   r)   r)   r*   r     r   c                 S   s   dS rH  r)   r   r)   r)   r*   r     r   c                 S   s   dgS rH  r)   r   r)   r)   r*   r     r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r     r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r     r   )r
   r   r   rY   rZ   r   rB  r)   r)   r*   &test_frame_loc_getitem_callable_labels  s"    "z6TestLocCallable.test_frame_loc_getitem_callable_labelsc                 C   sZ  t ddddgtddtdd}| }d	|jd
d < | }d	|jddg< t|| | }d|jdd d d f< | }d|jddgd d f< t|| | }d|jdd dd f< | }d|jddgdf< t|| | }ddg|jdd dd f< | }ddg|jddgdgf< t|| | }tddg|jddgdd f< | }tddg|jddgdf< t|| | }d|jddgdd f< | }d|jddgdgf< t|| | }d|jdd df< | }d|jddgdf< t|| | }d|jdd dgf< | }d|jddgdgf< t|| d S )Nr8   r   r=   r@   r  rE  r  rk   ic                 S   s   ddgS rG  r)   r   r)   r)   r*   r   '  r   zATestLocCallable.test_frame_loc_setitem_callable.<locals>.<lambda>r:   r   r5   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r   -  r   r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r   3  r   c                 S   s   dS rH  r)   r   r)   r)   r*   r   3  r   rF  rA   r<   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r   9  r   c                 S   s   dgS rH  r)   r   r)   r)   r*   r   9  r   r   c                 S   s   dS rH  r)   r   r)   r)   r*   r   @  r   c                 S   s   dgS rH  r)   r   r)   r)   r*   r   F  r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r   L  r   c                 S   s   ddgS rG  r)   r   r)   r)   r*   r   R  r   )r
   r   r   r   rY   rZ   rW   r   )r(   r\   rr   rq   r)   r)   r*   test_frame_loc_setitem_callable!  sR    " z/TestLocCallable.test_frame_loc_setitem_callableN)rt   ru   rv   rC  rD  rI  rK  r)   r)   r)   r*   r<    s   r<  c                   @   sF   e Zd Zdd Zdd Zdd Zdd Zej	d	d
dgdd Z
d
S )TestPartialStringSlicingc                 C   sd   t dddgdddgdtdd	d
gd}t ddgddgdtdd
gd}|jd }t|| d S )NrP   rJ   r,   r8   r   r=   )rR   rS   z
2020-08-01z
2020-07-02z
2020-08-05rk   z2020-08)r
   r   r   rY   rZ   r   r)   r)   r*   5test_loc_getitem_partial_string_slicing_datetimeindexY  s    

zNTestPartialStringSlicing.test_loc_getitem_partial_string_slicing_datetimeindexc                 C   sD   t jdddd}| }|jd d }|jd d }t|| d S )N
2017-01-01
2018-01-01r   r  r)  rq  z2017-12r   )rc   period_range	to_seriesr   r   rY   r   )r(   pir  r   r]   r)   r)   r*   8test_loc_getitem_partial_string_slicing_with_periodindexf  s
    zQTestPartialStringSlicing.test_loc_getitem_partial_string_slicing_with_periodindexc                 C   sB   t dddd}| }|jd d }|jd d }t|| d S )N1 day2 days1HrP  z1 daysr   )r   rR  r   r   rY   r   )r(   r   r  r   r]   r)   r)   r*   ;test_loc_getitem_partial_string_slicing_with_timedeltaindexn  s
    zTTestPartialStringSlicing.test_loc_getitem_partial_string_slicing_with_timedeltaindexc                 C   sD   t dtdittdddd}|jd }|jd }t|| d S )Nr   r=   daysr  rk   r   0 days)r
   r   r   r   r   rY   r   )r(   r\   r]   Zslicedr)   r)   r*   #test_loc_getitem_str_timedeltaindexv  s     

z<TestPartialStringSlicing.test_loc_getitem_str_timedeltaindexindexer_endN2020-01-02 23:59:59.999999999c              	   C   s   |dgd t tdtdtdtdtdg|dd	}|dgd
 t tdtdg|dd	}td|}|| }t|| |j| }t|| d S )Nr8   rA   z
2019-12-30z
2020-01-01z
2019-12-25r]  z
2019-12-19r&  rk   r   )r   r   rM   rY   rm   r   )r(   Ztz_aware_fixturer\  rv  ro   r]   r   r   r)   r)   r*   /test_loc_getitem_partial_slice_non_monotonicity}  s4    


zHTestPartialStringSlicing.test_loc_getitem_partial_slice_non_monotonicity)rt   ru   rv   rM  rT  rX  r[  rw   rx   ry   r^  r)   r)   r)   r*   rL  X  s   rL  c                
   @   s   e Zd Zdd Zdd Zejdej	dddd	e
d
ddd	gdd Zdd Zdd Zejdedddeddgeddeddeddgdeddeddggdd Zejd d!d"gd#d$ Zejd%dd&gd'd( Zd)d* ZdS )+TestLabelSlicingc                 C   s  t tjddddd dD d}t tjdddd	d d
D d}||fD ]}|jtddddd  }t|| |jd tdddd }t|| |jtddddtdddd }t|| |jtddddd  }|jdd  }t|| |jdd  }t|| qHd S )Nr  r   r   c                 S   s   g | ]}t d d|ddqS   r8   r<   r   r   r  r)   r)   r*   r     s     zMTestLabelSlicing.test_loc_getitem_slicing_datetimes_frame.<locals>.<listcomp>)r8   r   r=   r@   rk   r  c                 S   s   g | ]}t d d|ddqS r`  rb  r  r)   r)   r*   r     s     )r8   r   r   r=   r@   ra  r8   r<   r@   r)  z20010101 11)r
   rW   rX   r   r   rY   rZ   r   )r(   Z	df_uniqueZdf_dupsr\   r   r]   r)   r)   r*   (test_loc_getitem_slicing_datetimes_frame  s(    "z9TestLabelSlicing.test_loc_getitem_slicing_datetimes_framec                 C   s   t ddddd}tdddd	d
g|d}tddd}tddd}|j|| }tdd	g|dd
 d}t|| || }d}||kstd S )Nz2017-10-29 01:30:00zEurope/BerlinrA   z30 min)r  r  rq  r   r8   r   r=   r@   rk   z2017-10-29 02:30:00+02:00r&  z2017-10-29 02:00:00+01:00)r   r   r   r   rY   r   rn   )r(   r  Zseries2Zt_1Zt_2r   r]   r)   r)   r*   'test_loc_getitem_label_slice_across_dst  s       z8TestLabelSlicing.test_loc_getitem_label_slice_across_dstrV   rN  rO  r   rP  rU  rV  rW  c                 C   s8   |  }|jd |d  }|jd d }t|| d S )Nr   r   )rR  r   r   rY   r   )r(   rV   r  r   r]   r)   r)   r*   -test_loc_getitem_label_slice_period_timedelta  s    z>TestLabelSlicing.test_loc_getitem_label_slice_period_timedeltac                 C   s~   dddg}t tjdd|d}|jdd }t|dks>t|jdd	 }t|dks\t|jdd
 }t|dksztd S )Ngx"p|@g\Va|@g|@r=   r   rk   g3333c|@g    |@g3333|@g|@)r
   rW   r   r   r   r   rn   )r(   rV   r\   s1r)   r)   r*   %test_loc_getitem_slice_floats_inexact  s    
z6TestLabelSlicing.test_loc_getitem_slice_floats_inexactc                 C   s   t tjdtjddtdd}t|jdd  dks:tt|jdd  dksTttjddtd}d	|d
< ||_	t|jdd  dkstt|jdd  dkstd S )Nr<   r5   r   rk   g      (@rL   g      )@r?   gffffff(@r   )
r   rW   r   r   rX   r
  r   r   rn   rV   )r(   r  r  r)   r)   r*   )test_loc_getitem_float_slice_float64index  s     z:TestLabelSlicing.test_loc_getitem_float_slice_float64indexzstart,stop, expected_slicer   nsNr)  r8   r   r>   r?   r@   rA   c                 C   s>   t tdtdd}|jt|| }|j| }t|| d S )Nr)  rZ  z10 days)r   r   r   r   rM   r   rY   r   )r(   r  stopZexpected_slicer  r   r]   r)   r)   r*   $test_loc_getitem_slice_label_td64obj  s    

z5TestLabelSlicing.test_loc_getitem_slice_label_td64objr  Z2018Z2020c              	   C   sL   |dddgt dt dt dgd}tt |j|d  W 5 Q R X d S )	Nr8   r   r=   Z2016Z2019Z2017rk   Z2022)r   rY   r  r  r   )r(   rv  r  ro   r)   r)   r*   )test_loc_getitem_slice_unordered_dt_index	  s    z:TestLabelSlicing.test_loc_getitem_slice_unordered_dt_indexr   g      ?c                 C   sN   |t d|dddgd}|j|d }|t d|dddgd}t|| d S )Nr@   r  r   thirdrk   )r   r   rY   rm   )r(   rv  r   ro   r   r]   r)   r)   r*   1test_loc_getitem_slice_labels_int_in_object_index	  s    zBTestLabelSlicing.test_loc_getitem_slice_labels_int_in_object_indexc                 C   sZ   t dddddgd}t ddggdgtddgtdd}t|jd d dd f | d S )	Nr8   r   r=   )testr8   r   r   rk   r   )r`   rV   rU   )r
   r   r   rY   rZ   r   r[   r)   r)   r*   *test_loc_getitem_slice_columns_mixed_dtype	  s      z;TestLabelSlicing.test_loc_getitem_slice_columns_mixed_dtype)rt   ru   rv   rc  rd  rw   rx   ry   rc   rQ  r   re  rg  rh  rW   r  rM   rk  rl  rn  rp  r)   r)   r)   r*   r_    s0   



r_  c                   @   sH   e Zd Zejdddgdd Zejdddgdd Zdd	 Zd
S )TestLocBooleanLabelsAndSlices
bool_valueTFc              	   C   sH   | d}|j dkrD||dd}tjt|d |j|  W 5 Q R X d S )Nz7: boolean label can not be used without a boolean indexr   r   r   r   )Zinferred_typerw   r   r&   r   )r(   rV   rv  rr  messagero   r)   r)   r*   'test_loc_bool_incompatible_index_raises"	  s
    

zETestLocBooleanLabelsAndSlices.test_loc_bool_incompatible_index_raisesc                 C   s&   |t ddgdddd}|j|  d S )NTFr   r   r   r   )r   r   )r(   rv  rr  ro   r)   r)   r*   test_loc_bool_should_not_raise-	  s
     z<TestLocBooleanLabelsAndSlices.test_loc_bool_should_not_raisec              	   C   s<   d}||dd}t jt|d |jdd  W 5 Q R X d S )NzEslice\(True, False, None\): boolean values can not be used in a slicer   r   r   TF)rw   r   rN   r   )r(   rV   rv  rs  ro   r)   r)   r*   test_loc_bool_slice_raises4	  s
    z8TestLocBooleanLabelsAndSlices.test_loc_bool_slice_raisesN)	rt   ru   rv   rw   rx   ry   rt  ru  rv  r)   r)   r)   r*   rq  !	  s
   


rq  c                   @   sL   e Zd Zdd Zejdddgdd Zdd	 Zd
d Z	e
jdd ZdS )TestLocBooleanMaskc                 C   s   t dtdi}ttddd|_|d dk|d dk|d dk g}ddddddddddg
ddddd	d
ddddg
ddddd	d
ddddg
g}t||D ]H\}}| }d|j|df< t |ttddddgdd}t|| qd S )Nr   r<   r   r  r=   r   r8   r   r@   rA   r>   r?   rL   r(  r   r  )	r
   r   r   rV   rS  r   r   rY   rZ   )r(   r\   Z
conditionsexpected_dataZcondr`   r   r]   r)   r)   r*   )test_loc_setitem_bool_mask_timedeltaindex?	  s"    "z<TestLocBooleanMask.test_loc_setitem_bool_mask_timedeltaindexr  Nr.  c                 C   s   t ddddg}tdd|d}tdt di|dd}| }|j|d d f |j|d d f< t	|| | }|j| |j|< t	|| d S )	NTFZ20010101r@   r  r  rP   rk   r   )
rW   r   r   r
   rX   r   r   r   rY   rZ   )r(   r  r   r  r\   r   r)   r)   r*   +test_loc_setitem_mask_with_datetimeindex_tzU	  s     z>TestLocBooleanMask.test_loc_setitem_mask_with_datetimeindex_tzc                 C   s~   t tdddtdtddddd}| }|jd	 gtj	tj	g |d
< |j
dk }|j| j|j|d
f< t|| d S )Nr  r=   r   ZABro  rW  )r  rq  rT   r   r   r8   )r
   rW   rX   r  r   r   r   rV   rc   rd   r:   r   rY   rZ   )r(   r\   r]   r   r)   r)   r*   2test_loc_setitem_mask_and_label_with_datetimeindexf	  s    
zETestLocBooleanMask.test_loc_setitem_mask_and_label_with_datetimeindexc                 C   s   t d}t d}tdt||gi}| }t|g}|d jd j}||jddg< |d jd j}||ksptt	|| d S )Nr   l   ,GsO1colr8   TF)
r   r
   r   r   r   r   r   rn   rY   rZ   )r(   Ztd1Ztd2r\   Zdf_copyr  r]   r   r)   r)   r*   'test_loc_setitem_mask_td64_series_valueu	  s    
z:TestLocBooleanMask.test_loc_setitem_mask_td64_series_valuec                 C   sB   |  }|d dk}d|j|df< d|j|jdf< t|| d S )Nr:   r   r_   r8   )r   r   re   rY   rZ   )r(   r  r]   r   r)   r)   r*   #test_loc_setitem_boolean_and_column	  s
    z6TestLocBooleanMask.test_loc_setitem_boolean_and_column)rt   ru   rv   ry  rw   rx   ry   r{  r|  r~  r  skip_array_manager_invalid_testr  r)   r)   r)   r*   rw  >	  s   
rw  c                   @   s`   e Zd Zejddd ejegdd Z	dd Z
dd	 Zejd
ddgdd Zdd ZdS )TestLocListliker,  c                 C   s   | S rG   r)   r   r)   r)   r*   r   	  r   zTestLocListlike.<lambda>c              	   C   s  t ddtjg}ttd|d}|j|| }t|| ||| }t|| | j|| }t	||  |d d }|dd  }d}t
jt|d |j||  W 5 Q R X t
jt|d |||  W 5 Q R X t
jt|d | j||  W 5 Q R X d S )	Nr:   r_   r=   rk   r   r8   r   r   )r	   rW   r   r   r   r   rY   r   r  rZ   rw   r   r&   )r(   r,  cir  r   Zser2Zci2r   r)   r)   r*   8test_loc_getitem_list_of_labels_categoricalindex_with_na	  s"    zHTestLocListlike.test_loc_getitem_list_of_labels_categoricalindex_with_nac              	   C   sZ   t jddddgdd}tdddd	gtd
ddd}tjtdd |j|  W 5 Q R X d S )Nz
2001-01-04z
2001-01-02z
2001-01-14r  r   r   rA   rL   r)  z
2001-01-01r   r@   r  r   r   )rW   r   r   r   rw   r   r&   r   )r(   rp   r  r)   r)   r*   1test_loc_getitem_series_label_list_missing_values	  s    
 zATestLocListlike.test_loc_getitem_series_label_list_missing_valuesc              	   C   sR   t tddgtddgd}tjtdd |jtddg  W 5 Q R X d S )Nl   PF
AHl   UBeNl   P2$$nrV   r`   r   r   l   NZ4FG)r   rW   r   rw   r   r&   r   r  r)   r)   r*   9test_loc_getitem_series_label_list_missing_integer_values	  s    zITestLocListlike.test_loc_getitem_series_label_list_missing_integer_values	to_periodTFc              	   C   sD  t ddddd}|r|d}tddg|dd	}tdtdg}|rRd
d |D }|j| }tddg|dd	}|s|jd |_tj||dd tdtdtdg}|rdd |D }tdddgt	|d|j
ddd	}|j| }tj||dd tdtdtdg}|rdd |D }tjtdd |j|  W 5 Q R X d S )N
2011-01-01z
2011-01-02r   r  )rq  rj   g?g?r   r   c                 S   s   g | ]}| d qS r   r  r   r)   r)   r*   r   	  s     zRTestLocListlike.test_loc_getitem_listlike_of_datetimelike_keys.<locals>.<listcomp>T)rI  c                 S   s   g | ]}| d qS r  r  r   r)   r)   r*   r   	  s     )rj   r   
2011-01-03c                 S   s   g | ]}| d qS r  r  r   r)   r)   r*   r   	  s     r   r   )r   r  r   r   r   rV   ru  rY   r   r   r   rw   r   r&   )r(   r  r  r  r  r   rq   r)   r)   r*   .test_loc_getitem_listlike_of_datetimelike_keys	  sB    

  
z>TestLocListlike.test_loc_getitem_listlike_of_datetimelike_keysc                 C   sf   t ddgddgddggddd	gd
dgd}|jd d }d|j_|jtddgdd }t|| d S )Nr8   r   r@   rA   r?   rL   ZcobraZviperZ
sidewinderZ	max_speedshieldr   r|   ri   )r
   r   rV   rj   r   r   rY   rZ   r   r)   r)   r*   test_loc_named_index	  s    z$TestLocListlike.test_loc_named_indexN)rt   ru   rv   rw   rx   ry   rW   Zasarrayr   r  r  r  r  r  r)   r)   r)   r*   r  	  s   
		
)r  z%columns, column_key, expected_columnsi  r2  i  r8   ZAllr   c                 C   sV   t tjdd| tdd}|jd d |f }|jdddg|f }tj||dd d S )	Nr=   r  rT   r:   r_   r   T)rJ  )	r
   rW   r   r   r   r   r   rY   rZ   )rU   Z
column_keyZexpected_columnsr\   r]   r   r)   r)   r*   *test_loc_getitem_label_list_integer_labels	  s    
r  c                  C   s   t jdd} t| }t j|jd d df< t | t t jgd ddf}t|dddddgd	}t	
|| t| }t j|jd d df< t	
|| d S )
NrL   r@   r  r8   r   r   r   r9   rh   )rW   r   r  r
   r   r   Zhstackr   r  rY   rZ   )Z	rand_datar   rx  r]   r)   r)   r*   test_loc_setitem_float_intindex
  s    $r  c               	   C   sv   dd dD } t tdtdt| d}|jddd	d
 }t tdtdtd	ddd
gd}t|| d S )Nc                 S   s   g | ]}d D ]}||fqqS ))r?   rL   r(  r<   r)   )r   yrr   r)   r)   r*   r   
  s       z)test_loc_axis_1_slice.<locals>.<listcomp>)  r   )r<   rL   Z
ABCDEFGHIJr   r8   r9  )r  r(  )r   rL   r  )r  r<   )r   r?   )	r
   rW   r>  r  r   r  r   rY   rZ   )r   r\   r   r]   r)   r)   r*   test_loc_axis_1_slice
  s    r  c                  C   sX   t dtdttdtdgd} |  }|jddgf |jddgf< t||  d S )NrP   r   r   r   r2  )r
   r   r   r  r   r   rY   rZ   )r]   r   r)   r)   r*   !test_loc_set_dataframe_multiindex%
  s      r  c                  C   s4   t tdtddgtd} | jd }|dks0td S )Nr   r8   r   r   r   )r   r   r   r   r   rn   )r  r   r)   r)   r*   test_loc_mixed_int_float/
  s    
r  c               	   C   sh   t tdddddgd} tt d| jd d< W 5 Q R X t ddddgddddgd}t| | d S )	Nr@   r:   r_   r   r   rk   r   r=   )r   r   rY   r  r  r   r   )r  r]   r)   r)   r*   *test_loc_with_positional_slice_deprecation7
  s
    r  c               
   C   s   t ddd} ttjd| d}|d }d}||fD ]P}tjt|d |jd	d  W 5 Q R X t	t
 d	|jd	d< W 5 Q R X q4tjt|d |jd	dd	f  W 5 Q R X t	t
 d
|jd	dd	f< W 5 Q R X d S )Nz
2016-01-01r=   )r  )r=   r   rk   r   zOcannot do slice indexing on DatetimeIndex with these indexers \[1\] of type intr   r8   r   )r   r
   rW   r   rw   r   rN   r   rY   r  r  )dtir\   r  r   ro   r)   r)   r*   #test_loc_slice_disallows_positionalB
  s    r  c               	   C   s   t tjdddddgtddddd	} | jd
dddg  } | j}t	|j
}d}tjt|d | j|  W 5 Q R X tjt|d | d j|  W 5 Q R X d S )NrA   r=   rP   rJ   r,   Z2012r  r  rT   r   r   z/None of \[TimedeltaIndex.* are in the \[index\]r   )r
   rW   r   r  r   r   r   rV   rc   ZTimedeltaIndexZasi8rw   r   r&   r   )r\   r  r  r   r)   r)   r*   'test_loc_datetimelike_mismatched_dtypes^
  s    r  c                  C   s   t jdddd} ttjdd| d}t||j|   t||jt	|   t||jt	|   t|j
dd	 |j| dd	   t||jt	|   d S )
Nz2002-01z2003-12r   rp  r  r<   rk   r   rA   )rc   rQ  r
   rW   r   r  rY   rZ   r   r   r   )r  r\   r)   r)   r*   "test_loc_with_period_index_indexert
  s    $r  c                  C   s:  dddg} ddg}ddg}t j| ||gdd	d
gd}tdtd|d}|jd d | d |d |d ff }|jd d d df }t|| |j| d |d |d fdddgdd}t|| |jd }|jd d }	|j| d |d |d fdddgdd}
t	|
|	 |j| d |d |d f }|dks6t
d S )NrP   rJ   r,   r2  )r8   r   r   r8   r   r   rU  r   r>   rA   r   r   )r  r:  )r   r  r
   r   r   r   rY   rZ   Zxsr   rn   )r  r  Zlev3r   r\   r   r]   Zaltr  Z	expected2Zalt2r  r)   r)   r*   'test_loc_getitem_multiindex_tuple_level
  s     
$(
(r  c               	   C   s   t tddddgddddgddtjtjggjd	d
dgdd} | d}|jjdksXt|j	d }t
ddg|jddd}t|| |jt|_|j	d }t|| d S )Nr8   r   r=   r@   rA   r>   r?   rL   rP   rJ   r,   r9  )r`   rU   r   r!  )r
   rW   r   r   Tr   rV   r   rn   r   r   rU   rY   r   r   r   )r\   rf   rr   r]   r)   r)   r*   /test_loc_getitem_nullable_index_with_duplicates
  s    ,


r  c                   @   s  e Zd Zejdddgdd Zdd Zdd	 Zd
d Z	dd Z
dd Zdd Zdd Zdd Zdd Zejdejejeegejdddddgdd Zejd ed!d"d"f d!ed"fgd#d$ Zd%d& Zejd'd(d)gd*d+ Zejd,d- Zd.d/ Zd0d1 Zd"S )2TestLocSeriesr  )r  r=   )r  r@   c                 C   s$   t ddd}|j| |ks td S )Nr=   r@   )r  r  )r   r   rn   )r(   r   r]   r  r)   r)   r*   rZ  
  s    zTestLocSeries.test_loc_uint64c           	      C   s   |j dddg }t|j| || t|jdd d |dd d  |j ddg \}}|j|| }|||}t|| || k}t|j| ||  |j| || kst|j| || kstd S )Nr=   r@   r?   rA   r      )	rV   rY   r   r   r  r   truncatemedianrn   )	r(   string_seriesdatetime_seriesindsd1d2r   r]   r   r)   r)   r*   test_loc_getitem
  s    "zTestLocSeries.test_loc_getitemc              	   C   s   |j ddg \}}|d d d dddg }d}tjt|d |j||  W 5 Q R X tjt|d d|j||< W 5 Q R X d S )NrA   r  r   r8   r   z"Timestamp\('2000-01-10 00:00:00'\)r   )rV   rw   r   r&   r   )r(   r  r  r  Zts2r   r)   r)   r*   test_loc_getitem_not_monotonic
  s    z,TestLocSeries.test_loc_getitem_not_monotonicc              	   C   s>  t tjdttdddd}| }d|jdd< |jdd dk sPt	| }d|jdd< |jdd dkj
 st	|jdd	 }|jdd }|dd	d
dg}t|| t|| |jttdttddd  }tjtdd |jdd  W 5 Q R X tjtdd d|jdd< W 5 Q R X d S )Nr<   r   r5   r   rk   r@   r=   r)  r>   rL   rA   r(  r   z^3$r   )r   rW   r   r  r   r   r   r   r   rn   re   r   r  rY   r   rw   r   r&   )r(   r  cpr   r  r]   s2r)   r)   r*   0test_loc_getitem_setitem_integer_slice_keyerrors
  s"     "z>TestLocSeries.test_loc_getitem_setitem_integer_slice_keyerrorsc                 C   s4   t |jd d }|j| }t||d d  d S )Nr<   )r  rV   r   rY   r   )r(   r  r  r   r)   r)   r*   test_loc_getitem_iterator
  s    
z'TestLocSeries.test_loc_getitem_iteratorc                 C   s:   ||  k}| }d|j|< |}d||< t|| d S )Nr   )r  r   r   rY   r   )r(   r  r   r   r]   r)   r)   r*   test_loc_setitem_boolean
  s    
z&TestLocSeries.test_loc_setitem_booleanc              	   C   sP   t |jdddg }d|j|< d}tjt|d d|j|dg < W 5 Q R X d S )NrA   rL   r*  z\['foo'\] not in indexr   r|   )r   rV   r   rw   r   r&   )r(   r  r  r   r)   r)   r*   test_loc_setitem_corner
  s
    
z%TestLocSeries.test_loc_setitem_cornerc                 C   s   |j dddg }| }| }d||< d|j|< t|| | }| }d||d |d < d|j|d |d < t|| d S )NrA   r<   r  r   r   )rV   r   r   rY   r   )r(   r  indicesr  rq   r)   r)   r*   test_basic_setitem_with_labels  s    
z,TestLocSeries.test_basic_setitem_with_labelsc           	   	   C   s   t tjdttdddd}dddg}tdddg}| }| }d||< d|j|< t	
|| | }| }d||< d|j|< t	
|| ddddg}tddddg}d	}tjt|d
 d||< W 5 Q R X tjt|d
 d||< W 5 Q R X d S )Nr<   r   r5   r   rk   r@   r>   rA   z\[5\] not in indexr   )r   rW   r   r  r   r   r   r   r   rY   r   rw   r   r&   	Exception)	r(   r  r  Zarr_indsr  rq   Zinds_notfoundZarr_inds_notfoundr   r)   r)   r*   !test_loc_setitem_listlike_of_ints  s(     


z/TestLocSeries.test_loc_setitem_listlike_of_intsc                 C   s   t tdddddddgd}| }td	dd
}||jd< |jd }||ksPt| }||jd< |jd }||ksxt| }||d< |d }||kstd S )Nr  r=   z
US/Easternrz  rP   rJ   r,   rk   r  r&  r   )r   r   r   r   r   rn   r   )r(   r  r  r]   r   r)   r)   r*   test_loc_setitem_dt64tz_values0  s"    



z,TestLocSeries.test_loc_setitem_dt64tz_valuesarray_fnr   r   r@   rA   r>   c                 C   s~   |dg| }t |ddddgtdtd}t dtdtd}||jd< t|| t dtdtd}||jd< t|| d S )Nr   Zabcder   rP   )r   r   r   r   rY   r   r   )r(   r   r  r6  r]   r  r)   r)   r*   #test_loc_iloc_setitem_with_listlikeF  s    

z1TestLocSeries.test_loc_iloc_setitem_with_listliker   r:   Nc              	   C   s~   t tdddgdddgd}d}tjt|d	 |j|d d f  W 5 Q R X tjt|d	 d
|j|d d f< W 5 Q R X d S )N)r:   0)r:   1)r_   r     r  r  r  zToo many indicesr   r8   )r   r   r  rw   r   re  r   )r(   r   r  r   r)   r)   r*   +test_loc_series_getitem_too_many_dimensionsX  s    z9TestLocSeries.test_loc_series_getitem_too_many_dimensionsc                 C   s   |j dddg }| }d|j|< | }d|dddg< t|| d|jdd< d|dd< t|| |j ddg \}}d|j||< d|dd< t|| d|j|< d|j|< || dkst|| dkstd S )	Nr=   r@   r?   rA   r<   r  r>   r!  )rV   r   r   rY   r   r   rn   )r(   r  r  r   r]   r  r  r)   r)   r*   test_loc_setitemf  s"    


zTestLocSeries.test_loc_setitemr   r   r   c                 C   s\   t ddgddgd|d}ddd|jd	d d f< t ddgddgd|d}t|| d S )
NabcdefZghiZjklra   r   ZnewAZnewBr   r+  )r(   r   r\   r]   r)   r)   r*   test_loc_assign_dict_to_row  s    z)TestLocSeries.test_loc_assign_dict_to_rowc                 C   sp   t ddgd}tddddd|jd	< tddddd|jd	< t tddddggddgd	gd
}t|| d S )Nr   r   rh   r>   r   r  r|   )r   r   r8   rT   )r
   r   r   rY   rZ   r  r)   r)   r*   ,test_loc_setitem_dict_timedelta_multiple_set  s      z:TestLocSeries.test_loc_setitem_dict_timedelta_multiple_setc                 C   sl   t ddgdgd}ddg|jdddgf< t ttjtjgd	d
dtjgdtjgdddgd}t|| d S )Nr8   r   rP   r   r>   r?   rJ   r,   r   r   )rP   rJ   r,   rk   )r
   r   r   rW   r   rY   rZ   r[   r)   r)   r*   3test_loc_set_multiple_items_in_multiple_new_columns  s    	zATestLocSeries.test_loc_set_multiple_items_in_multiple_new_columnsc                 C   s6   t jdddd}ttd|d}|jd dks2td S )N2000r5   r_   r  rk   z
2000-01-14r(  )rc   rQ  r   r   r   rn   )r(   rV   r  r)   r)   r*    test_getitem_loc_str_periodindex  s    z.TestLocSeries.test_getitem_loc_str_periodindex) rt   ru   rv   rw   rx   ry   rZ  r  r  r  r  r  r  r  r  r  rW   r   rc   r   r  r  r   rM   r  r  r  r  r  r  r  r  r)   r)   r)   r*   r  
  s.   
	$

	

r  )H__doc__collectionsr   r   r   r   r   r   Zdateutil.tzr   numpyrW   rw   Zpandas.util._test_decoratorsutilZ_test_decoratorsr  Zpandasrc   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   Zpandas._testingZ_testingrY   Zpandas.api.typesr   Zpandas.core.apir   Zpandas.core.indexingr   r   Zpandas.tests.indexing.commonr   r   rz   r  r  r  r<  rL  r_  rq  rw  r  rx   ry   r  r  r  r  r  r  r  r  r  r  r  r  r)   r)   r)   r*   <module>   sr   H           ^< G :JQf
	
