o
    _~#g                     @   s<  d dl Zd dlZd dlmZmZ d dlZd dlmZm	Z	m
Z
mZ d dlmZ ejdd Zejdd ZG dd	 d	Zejd
g g fdgedfddgg fddgg fdgg fejdddgf edddfejddddgf edddfgdd Zejdg edfdgg 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$ Zd%d& Z d'd( Z!d)d* Z"d+d, Z#d-d. Z$d/d0 Z%d1d2 Z&G d3d4 d4Z'd5d6 Z(d7d8 Z)d9d: Z*d;d< Z+d=d> Z,d?d@ Z-ejdAg dBg dCgdDdE Z.dFdG Z/dHdI Z0dJdK Z1dLdM Z2dNdO Z3dPdQ Z4dRdS Z5dTdU Z6dVdW Z7dS )X    N)IndexingErrorPerformanceWarning)	DataFrameIndex
MultiIndexSeriesc                   C   s   t g dgg dgdgdS )zsingle level MultiIndex)foobarbazqux)r            first)levelscodesnames)r    r   r   /var/www/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/env/lib/python3.10/site-packages/pandas/tests/indexing/multiindex/test_loc.pysingle_level_multiindex   s   r   c                  C   sF   ddgg dg} g dg dg}t | |d}ttjdd|d	S )
Nr   r   r   r   r   )r   r   r   r   r   r   )r   r   r   r   r   r   )r   r   r   )   r   index)r   r   nprandomdefault_rngstandard_normal)r   r   r   r   r   r   %frame_random_data_integer_multi_index   s   r   c                   @   sX  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ejdddgddgfdgg fddgg fgdd Zdd Zdd Zdd  Zd!d" Zd#d$ Zejd%eeeeejeefejd&eeeeejeefd'd( Zd)d* Zejd+d,d-gd.d/ Zejd0ed1d2fd3ej fgd4d5 Z!d6d7 Z"d8d9 Z#d:d; Z$d1S )<TestMultiIndexLocc                 C   sV   |}d|j d< |j d dksJ | }ttd|_d|j d< |j d dks)J d S )N   )r	   twoBr      )r!   r   )loccopylistrangecolumns)self multiindex_dataframe_random_dataframedfr   r   r   &test_loc_setitem_frame_with_multiindex$   s   

z8TestMultiIndexLoc.test_loc_setitem_frame_with_multiindexc                 C   s*  |}ddddddddddddd	d
d	d	d	dd}t |}|||d}|jddgd}d}tt t|j| |jdd   W d    n1 sNw   Y  |j	dd}|d u s_J |j| }t
jdgd |d}t
jd	gd |d}	tj||	gddgd}
t dg di|
d}t|| d S )Ni  iX     M    )r   r   r   r      g      @      @      )amountcolnum)r7   r8   r7   r8   )keys)r3   r4   r   T)inplacer   dtyper   r6   )r/   r0   r1   r   )r   astype	set_indextmassert_produces_warningr   assert_frame_equalr%   iloc
sort_indexr   arrayr   from_arrays)r*   any_real_numpy_dtyper<   datar-   keyreturn_valuerescol_arryear_arrr   expectedr   r   r   test_loc_getitem_general/   s(   
z*TestMultiIndexLoc.test_loc_getitem_generalc                 C   r   t tjddg dg dgg dg dgd}tjtdd	 |jd  W d    d S 1 s2w   Y  d S 
Nr   r   r   r   r   r2   r      
   r2   r2   rU   rU   rV   r4   r)   r   z^2$match	r   r   r   r   r   pytestraisesKeyErrorr%   r*   r-   r   r   r   0test_loc_getitem_multiindex_missing_label_raisesL   s   "zBTestMultiIndexLoc.test_loc_getitem_multiindex_missing_label_raisesc                 C   s:   |d }| |jdd }|jddg }t|| d S )NA1   3   )  r   rV   )re   r      )reindexr   r%   r@   assert_series_equal)r*   /multiindex_year_month_day_dataframe_random_dataserrN   resultr   r   r   /test_loc_getitem_list_of_tuples_with_multiindexW   s   zATestMultiIndexLoc.test_loc_getitem_list_of_tuples_with_multiindexc                 C   s   t g dg dg}t|tdtjd}tddg}tg dt ddgg dgtjd}|j| }t|| |jddg }t|| tddgdd	gd
}|j| }t|| tg tjd}tg t |j	g g gtjdtjd}|j| }t|| d S )Nr   r   r   rb   r#   C	   r   rH   r<   r   r   r   r   r   r   r$   rU   rH   r   r<   r   r   )rH   r<   r   r   r<   r   r<   )
r   from_productr   r(   r   float64r%   r@   rh   r   )r*   r   xyrN   rk   y1emptyr   r   r   test_loc_getitem_series_   s.   


z)TestMultiIndexLoc.test_loc_getitem_seriesc                 C   s   t g dg dg}t|tdtjd}tddg}tg dt ddgg dgtjd}|j| }t	|| tg }tg t |j
g g gtjd	d
d}|j| }t	|| td}tg dg dtjd}|j| }t	|| d S )Nrm   rn   rp   rq   r   r   rr   rs   rt   rw   ru   r   )r   rv   r   r(   r   rw   rE   r%   r@   rh   r   int64)r*   r   rx   ry   rN   rk   r{   scalarr   r   r   test_loc_getitem_array~   s,   




z(TestMultiIndexLoc.test_loc_getitem_arrayc                 C   s  t tjddg dg dgg dg dgd}|jddg d}|jd	 }t	|| |jd d dgf jddd
}|jd d df }t	|| |jdgdgf djddd
}|jd jd d df }t	|| |jddg }|jd }t	|| d S )Nr   rR   )ir   j)rb   rb   r#   )Xr   YrY   r   r   r   axisr   )r   r   
r   r   r   r   r   rC   	droplevelr%   r@   rB   r*   r-   rN   rk   r   r   r   test_loc_multiindex_labels   s"   
"
z,TestMultiIndexLoc.test_loc_multiindex_labelsc                 C   sb   t tjddg dg dgg dg dgd}|jdd	g d}|jd
 }t	|| d S )Nr   rR   rS   rT   rW   rX   rY   r   r   r2   r   r   r   r   r   test_loc_multiindex_ints   s   
z*TestMultiIndexLoc.test_loc_multiindex_intsc                 C   rP   rQ   r\   r`   r   r   r   (test_loc_multiindex_missing_label_raises   s   "z:TestMultiIndexLoc.test_loc_multiindex_missing_label_raiseszkey, posr   r2   r   r   r   c                 C   sr   t tjddg dg dgg dg dgd}tjtdd	 |j|  W d    d S 1 s2w   Y  d S )
Nr   rR   rS   rT   rW   rX   rY   znot in indexrZ   r\   )r*   rI   posr-   r   r   r   &test_loc_multiindex_list_missing_label   s   "z8TestMultiIndexLoc.test_loc_multiindex_list_missing_labelc                 C   s   t tdtddgddgddggd}tjtd	d
 |jd  W d    n1 s+w   Y  tjtdd
 |jd  W d    n1 sGw   Y  tjtdd
 |jd  W d    d S 1 sdw   Y  d S )NrU   abcdefr   z^\('a', 'b'\)$rZ   r   r   z^\('a', 'd', 'g'\)$)r   r   gzToo many indexers)r   r   r   r   )	r   r(   r   rv   r]   r^   r_   r%   r   )r*   sr   r   r   (test_loc_multiindex_too_many_dims_raises   s   "z:TestMultiIndexLoc.test_loc_multiindex_too_many_dims_raisesc                 C   s   dd t dD }dd t dD }t||g}dtjdd d	 }t||d
}|| }t	|| tt
dddtg dg dgd}|jddgfd d f }|jddg }t	|| d S )Nc                 S      g | ]}d t | qS )	Attributestr.0r   r   r   r   
<listcomp>       zFTestMultiIndexLoc.test_loc_multiindex_indexer_none.<locals>.<listcomp>r   c                 S   r   )Valuer   r   r   r   r   r      r   r    g?r   )rV   r    g      ?r)   r4   r   r   r   r2   rm   r   )r(   r   rv   r   r   r   r   r   r@   rB   arangereshaper%   )r*   
attributesattribute_valuesr   r-   rk   rN   r   r   r    test_loc_multiindex_indexer_none   s   z2TestMultiIndexLoc.test_loc_multiindex_indexer_nonec                 C   s   t tjdddttdg dg}|jd d ddf }|jdd	ddf }t|| |jd d	ddf }t|| |jdd ddf }t|| t tjdddttdg dg}|j	g d
 }|jdd	dddf }t|| d S )N   r}   r;   r    r   r   r   r   r   r   r2   )r   r$   rU   r4   rf      r   )
r   r   r   r   rv   r(   r%   r@   rh   rC   )r*   r   rN   rk   r   r   r   test_loc_multiindex_incomplete   s$   z0TestMultiIndexLoc.test_loc_multiindex_incompletec                 C   s:   |}t tjdt||d}|jD ]}||  qd S )Nr   r   )r   r   r   r   r   lenvalues)r*   r   single_levelr   kr   r   r   test_get_loc_single_level  s   

z+TestMultiIndexLoc.test_get_loc_single_levelc                 C   s  t g dddgg}ttjdd||}|jddd d f }|}t	|| t g dddgg}ttjdd||}|jd	d
d d f }|j
dd  }t	|| |jdd d f }|j
dd }ddg|_t	|| |jd d df }|d }t	|| d S )N)r   r$   rU   r   r   r   )r   r   r   rU   rV         r   r   rV   r   )r   rv   r   r   r   r   r   r%   r@   rB   rC   r   )r*   r   r-   rk   rN   r   r   r   test_loc_getitem_int_slice!  s"   
z,TestMultiIndexLoc.test_loc_getitem_int_sliceindexer_type_1indexer_type_2c                    s   dd  g d}g d}t ||g}ttjt|dd|dgd}d	d
gddgf}||f}t fddt||D }	|tu sD|tu ret	j
tdd |j|	df  W d    d S 1 s^w   Y  d S |j|	df }
tg ddt |d}t|
| d S )Nc                 S   s,   | t jkr
t |S | tkrt| S | |S N)r   ndarrayrE   slice)indexer_typer9   r   r   r   convert_nested_indexerF  s
   

zQTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.convert_nested_indexerr   rm   r}   r;   Datar   r)   rV   r   r   r   c                 3   s    | ]
\}} ||V  qd S r   r   )r   r   r   r   r   r   	<genexpr>Y  s
    
zDTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.<genexpr>zas an indexer is not supportedrZ   )r   r   r2   r    namer   )r   rv   r   r   r   r   tuplezipsetr]   r^   	TypeErrorr%   r   r@   rh   )r*   r   r   r   r   r   r-   r9   typesindexerrk   rN   r   r   r   test_loc_getitem_nested_indexer;  s0   
z1TestMultiIndexLoc.test_loc_getitem_nested_indexerc                 C   sH   t ddg}|ddg|d}d|jd< |ddg|d}t|| d S )Nr   rb   r   rb   r   r   r   r   r   )r   from_tuplesr%   r@   assert_equal)r*   frame_or_seriesmiobjrN   r   r   r   )test_multiindex_loc_one_dimensional_tuplej  s
   
z;TestMultiIndexLoc.test_multiindex_loc_one_dimensional_tupler   r   r   c                 C   sP   t ddg}tddg|d}d|j|d d f< tddg|d}t|| d S )Nr   r   r   r   r   r   r   r   r   r%   r@   rB   )r*   r   r   r   rN   r   r   r   -test_multiindex_one_dimensional_tuple_columnsr  s
   z?TestMultiIndexLoc.test_multiindex_one_dimensional_tuple_columnszindexer, exp_valueN      ?r   r   c                 C   sp   t ddg}tddgddgg|ddgd	}d
|j|ddgf< tg ddd||gg|g dd	}t|| d S )Nr   r   r2   r   r   r   r2   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   r   )r*   r   	exp_valuer   r-   rN   r   r   r   )test_multiindex_setitem_columns_enlarging{  s   z;TestMultiIndexLoc.test_multiindex_setitem_columns_enlargingc                 C   s   t tjdddtddgg}td|d}td|d d d}tj||gdd}| }|jd	d
 }t	
|| t||d}|jd	d
 }t	
|| tj|||jgdd}|jd	d
 }t	
|| d S )N20110101r   periodsr   r   r   r   r   z
2011-01-01z
2011-01-02r   r   )r   rv   pd
date_ranger   r   concatr&   r%   r@   rB   r   rg   r   )r*   midxser1ser2r-   rN   rk   r   r   r   "test_sorted_multiindex_after_union  s   z4TestMultiIndexLoc.test_sorted_multiindex_after_unionc                 C   st   t ttdtdtdgdgd}|jtjd d dd d f  }t ttdtdgdgd}t|| d S )Nabcdr   Valr   r   )	r   r   rv   r'   r%   r   s_r@   rB   )r*   r-   rK   rN   r   r   r   test_loc_no_second_level_index  s   z0TestMultiIndexLoc.test_loc_no_second_level_indexc                 C   s`   t g dg dg dg dd}tjtdd |jd  W d    d S 1 s)w   Y  d S )	Nr   )r   r   r   )r   hr   )r   r   l)r   )r   r   r   r   )r   r2   z(1, 4)rZ   )r   r   r2   )r   r]   r^   r_   r%   r`   r   r   r   test_loc_multi_index_key_error  s   "z0TestMultiIndexLoc.test_loc_multi_index_key_error)%__name__
__module____qualname__r.   rO   ra   rl   r|   r   r   r   r   r]   markparametrizer   r   r   r   r   r   r'   r   r   r   r   r   r   r   r   r   r   nanr   r   r   r   r   r   r   r   r   #   sD    
,

	)

r   zindexer, posrb   r   DEr   r   bahc                 C   s  t jg dg dgddgd}ttjddd|d	 }|j| }|jd
krK| g krKtj	t
t| d |j|   W d    d S 1 sDw   Y  d S | td ddgfkrttj	t
dd |j|   W d    d S 1 smw   Y  d S |j|  }t|| d S )Nrn   r   r	   r
   oner"   r=   rp   r}   r;   r   r   rZ   r   r   z'bah')r   rv   r   r   r   rD   rC   sizer]   r^   r_   r   r%   r   r@   rh   )r   r   idxrj   rN   rk   r   r   r   7test_loc_getitem_duplicates_multiindex_missing_indexers  s   
""
r   columns_indexerc                 C   s   t g dddgf}ttjddtd|d}|jdd	d
}ttd|	g d d}|j
d d | f }t|| d S )Nr   alphabetar   r    r   r    r   r   r   )levelr   )r   rv   r   r   r   r   r   r(   rD   rg   r%   r@   rB   )r   multi_indexr-   rN   rk   r   r   r   4test_loc_getitem_duplicates_multiindex_empty_indexer  s   r  c                  C   sL   t tjtjgddggtddgddgd} | jd }tj}||ks$J d S )	Nmeanmedianfunctsr  )r  r  functionr   rY   )r	  r  )r   r   r  r  r   r   r%   r-   rk   rN   r   r   r   =test_loc_getitem_duplicates_multiindex_non_scalar_type_object  s   
r  c                  C   sp   t tdtdtjddtjdddddg} | jd }| jdd d f }t	|| d S )NrV   r   r   r   r   )r   r   )
r   r   r   r   r   r   r?   r%   r@   rh   )r-   rN   rk   r   r   r   !test_loc_getitem_tuple_plus_slice  s   

r  c                 C   s8   | }|j d }|dd  }|jd|_t|| d S )Nr   r   )r%   r   r   r@   rB   )r   r-   rk   rN   r   r   r   test_loc_getitem_int  s
   
r  c                 C   sB   | }t jtdd |jd  W d    d S 1 sw   Y  d S )Nz^3$rZ   r   )r]   r^   r_   r%   )r   r-   r   r   r   %test_loc_getitem_int_raises_exception  s   "r  c                 C   sh   | }t jtdd |jd  W d    n1 sw   Y  d|jd< d}| jd }||ks2J d S )Nz^\('bar', 'three'\)$rZ   ))r	   threer#   r   )r]   r^   r_   r%   rD   )r+   r-   rN   rk   r   r   r    test_loc_getitem_lowerdim_corner  s   
r  c                  C   s   t dtdtdgdgd} d| d< | j| jd d df< tt	| d t	| j t tj
tdtg d	d} |  }td| jd d d
f< td|jd d df< t| | d S )NstringabcdMain)anotherr   r   r   labelsr2   ))rb   1)rb   2)r#   r  r#   r   )r   r'   r   rv   r   r%   r@   assert_numpy_array_equalr   asarrayr   r(   r   r&   r   rC   rB   )r-   rN   r   r   r   $test_loc_setitem_single_column_slice"  s"   r  c              
   C   s   ddt jfddt jfddt jfddt jfdddd	t jfdd
t jfg}tt dtg dtj|g ddd}|jd jd }tt dtt jg| sLdndddtg dd}t	|| d S )NzGood Thingsro   Rz
Bad ThingsT)Okay ThingsNr#   )r  r  r   r  r#   r   )rU   r2   )d1d2d3d4)u1u2u3r=   rY   r   objectzstring[pyarrow_numpy]r&  )r<   r   r   )
r   r   r   onesr   r   r   r%   r@   rB   )using_infer_stringtupsr-   rk   rN   r   r   r   test_loc_nan_multiindex9  s2   









	r+  c                  C   s   t jdddd} d}tj| |fdd}t|dd	}|jd
 }|j| d dfdf }t|s0J t|s7J |jd
 }t|sCJ d S )N2013Q12013Q4Q)freq)W  i  i  )PeriodCVRr=   )	OMSOMKRES	DRIFT_IND
OEVRIG_INDFIN_INDVARE_UDLOEN_UDFIN_UDr   ))r,  r0  r3  r   r0  r3  )r   period_ranger   rv   r   r%   r   isnan)r   r   r   r-   rk   altr   r   r   test_loc_period_string_indexingW  s   

r?  c                  C   s   t ddg} tj| | gddgd}tddgdd	gd
dgddgg|ddgd}|j| d |jddkfdf }tdgdtj	t 
dt 
dfgddgdd}t|| d S )Nz
2017-05-04z
2017-05-05Idx1Idx2r=   r   r   r   r2   r    r   r$   C1C2rH   r   r)   r   r   )r   to_datetimer   rv   r   r%   r   get_level_valuesr   r   	Timestampr@   rh   )dt_idxm_idxr-   rk   rN   r   r   r   test_loc_datetime_mask_slicingw  s   ""rJ  c                  C   sP   t d} tdtjd| fgddgddd}|jd d | gf }t|| d S )N2000r   r   r   r=   r   )r   r   )r   rG  r   r   r   r%   r@   rh   )daterj   rk   r   r   r   &test_loc_datetime_series_tuple_slicing  s   
rM  c                  C   s   t ddgddgddgddggtjg ddd	gd
ddgd} tjddgdd	gd
}| j|d d f }t ddgddgddggtjg ddd	gd
ddgd}t|| d S )Nr   r   r   r   r   r   )r   )r   r   r   r   rN  r   rL  r=   authorpricerD  r   rN  )r   rN  rN  r   )r   r   r   r%   r@   rB   )r-   r   rk   rN   r   r   r   test_loc_with_mi_indexer  s   rQ  c                  C   s   t jdddd} ttd| d}| }| |d< |jddd	}|jjd
ks'J |j| d  |j	| d  }|j
dg d }t|| |d }|jjd
ksQJ |j	| d  }|j
dg d }t|| d S )Nz
2016-01-01r   z
US/Pacific)r   tzr   r   r   T)append)Nr   )r   r   r   r(   to_framer?   r   r   get_locr%   rC   r   r@   rB   rh   )dtirj   r-   df2rk   rN   r   r   r   r   test_loc_mi_with_level1_named_0  s   rX  c                  C   s   t g dg dg dg dg dg dgddd	} | d
dg }|jdtdfd d f d}|jd jtdd d f }t|| d S )N)z20160525 13:30:00.023MSFT51.95rZ  )z20160525 13:30:00.048GOOGz720.50z720.93)z20160525 13:30:00.076AAPLz98.55z98.56)z20160525 13:30:00.131r\  98.6198.62)20160525 13:30:00.135rY  z51.92rZ  )r_  r\  r]  r^  ztime,ticker,bid,ask,r   tickertimer\  z2016-05-25 13:30:00r   )	r   splitr?   rD   r%   r   r   r@   rB   )r-   rW  rK   rN   r   r   r   test_getitem_str_slice  s    rd  c                  C   sl   t jg dddd} g d}g d}t| ||g}ttd|tjd}|j| d	 d
df }|dks4J d S )N)z20181101 1100z20181101 1200z20181102 1300z20181102 1400datetimer   )r   r/  )rb   rb   ZW)r#   ro   r.  Fr2   ru   r   rb   r#   g        )	r   PeriodIndexr   rF   r   r(   r   rw   r%   )pilev2lev3r   rj   rk   r   r   r   !test_3levels_leading_period_index  s   rm  c                   @   s$   e Zd Zdd Zdd Zdd ZdS )TestKeyErrorsWithMultiIndexc                 C   sj   t tdddg dd}|ddg}tjtdd	 |jd
  W d    d S 1 s.w   Y  d S )Nr4   r2   r   rn   r   rb   r#   r  rZ   r   r   )	r   r   r   r   r?   r]   r^   r_   r%   )r*   r-   rW  r   r   r   !test_missing_keys_raises_keyerror  s
   "z=TestKeyErrorsWithMultiIndex.test_missing_keys_raises_keyerrorc                 C   sZ   t dtddggd d}tjtdd |jd  W d    d S 1 s&w   Y  d S )	Nr   r   r   r   r   z\(0, 3\)rZ   )r   r   )r   r   rv   r]   r^   r_   r%   )r*   rj   r   r   r   !test_missing_key_raises_keyerror2  s   "z=TestKeyErrorsWithMultiIndex.test_missing_key_raises_keyerror2c                 C   s(  t jtg dtg dtg dgg dd}ttjdd|d}d	}tjt	|d
 |j
ddtd fd d f  W d    n1 sJw   Y  tjt	|d
 |jddtd f W d    n1 slw   Y  tjt	dd
 |j
dd d f  W d    d S 1 sw   Y  d S )Nr   r   r   r   )r  r  r  3)r   r   r   r   )r   r"   r  r=   r   r2   r   r   z'\('b', '1', slice\(None, None, None\)\)rZ   r   r  z\('b', '1'\))r   r  )r   rF   r   rE   r   r   r   r]   r^   r_   r%   r   r   get_locs)r*   r   r-   msgr   r   r   test_missing_key_combination  s$   "z8TestKeyErrorsWithMultiIndex.test_missing_key_combinationN)r   r   r   rp  rq  rw  r   r   r   r   rn    s    rn  c                 C   s2   | }|d }|d }|j d d }t|| d S )Nrb   )re   r    )r%   r@   rh   )ri   r-   rj   rk   rN   r   r   r   test_getitem_loc_commutability	  s
   rx  c                  C   s   t g dddtjgg ddddg} | jdg }t dd	gitjd
gddgdd}t|| | jd }t dd	git	d	gddd}t|| d S )N)r   r   r    r   r   )r   r2   r    )r7   ind1ind2ry  rz  r7   r   )r   r   r=   r   r   )
r   r   r   r?   r%   r   r   r@   rB   r   r
  r   r   r   test_loc_with_nan  s   

r|  c                  C   s^   t g dgg ddg d} tjtdd | jd  W d    d S 1 s(w   Y  d S )Nr   r   r   r   z\(2\.0, 2\.0, 3\.0\)rZ   )       @r}        @)r   r?   r]   r^   r_   r%   r-   r   r   r   test_getitem_non_found_tuple!  s   "r  c                  C   s   t jddd} t| g}|dtddd ksJ | dtddd ks'J |d d d d}| d d d d}||ksAJ |dd}| dd}||ksWJ ||d}| | d}t	|
 d | d S )Nz
2001-01-01d   r   z2001-01r      r   )r   r   r   rF   rU  r   repeatrS  r@   r  nonzero)r   r   r%   rN   r   r   r   test_get_loc_datetime_index*  s   r  c                  C   s   t ddgddgg} tddgddgdd	gd
dgg| d}dddgf}tddgddgg|j|d d f< tddgddgdd	gd
dgg| d}t|| d S )Nr   r   r   r   r   r   r2   r    r   r$   rU   r   rp   rV   r5   r4   )r   rv   r   r   rE   r%   r@   rB   )r   r-   r   rN   r   r   r   ,test_loc_setitem_indexer_differently_ordered@  s   $$$r  c                  C   s   t ddgddgddgddggg d	g d
gddgd} | jtd ddgfd d f }t ddgddgddgddggg dg dgddgd}t|| d S )Nr   r   r   r2   r    r   r$   rU   rr  r   r   r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   r%   r   r@   rB   r
  r   r   r   5test_loc_getitem_index_differently_ordered_slice_noneK  s   r  r   )r   r   r$   r   r   r   rU   r$   )r   r   r$   r   r   rU   c                 C   s   t dgd tg ddgd}|jtd | fd d f }t dgd g dg dgdgd}t|| |j|jj| ddd d f }t|| d S )	Nr   rU   )rN  r   )r   r$   ro  r   )r   r   )r   rU   )r   r$   r   r   )r   r   r   r   r   r   r   r   )r   r   r   r$   r$   r   r   rU   )r  )	r   r   r   r%   r   r@   rB   r   isin)r   r-   rk   rN   r   r   r   @test_loc_getitem_index_differently_ordered_slice_none_duplicates[  s    r  c                  C   s   t jdgdgdggg dd} tddgi| d}|dd	g}|jdd d df }t|| tdg| d}|jdd d df }tdgtdgd
dd}t	|| d S )Nrx   ry   zr   r=   r   r   r   r   r   r{  )
r   rF   r   r   r%   r@   rB   r   r   rh   )r   r-   rN   rk   rj   r   r   r   3test_loc_getitem_drops_levels_for_one_row_dataframeq  s   r  c                  C   sj   t g dddgg} ttd| d}|jd d ddgf }ttdt g d	d}t|| d S )
Nrn   r   r   r  r   r#   rb   )r    r2   ))r#   r   )r#   r   )rb   r   )rb   r   )	r   rv   r   r   zerosr%   r   r@   rB   )colsr-   rk   rN   r   r   r   $test_mi_columns_loc_list_label_order  s   r  c                  C   s   t tddg dg dgg dg dgd} dd	g| j_d
dg| j_tjt	dd | j
ddgdf  W d    d S 1 sAw   Y  d S )Nr4   rt  rr  r  )Ohior  Colorado)GreenRedr  r   key1key2statecolorz\[2\] not in indexrZ   r   r   r  )r   r   r   r   r   r   r)   r]   r^   r_   r%   )r,   r   r   r   $test_mi_partial_indexing_list_raises  s   "r  c                  C   sd   t tdtddgddggd} tjtdd | jd	d
g  W d    d S 1 s+w   Y  d S )Nr2   r   r   r   r   r   z\['not' 'found'\] not in indexrZ   notfound)r   r(   r   rv   r]   r^   r_   r%   )r   r   r   r   (test_mi_indexing_list_nonexistent_raises  s   ""r  c                  C   s   t g dg dgddgtddgddggd} d	| jd
< d| jd< d| jd< t g dg dg ddtjtjtjggg dtddgddggd}t| | d S )N)r   r   r    r   )r   r2   r$   rU   r   r   r   rb   r#   r   r   r   r   )r   r   rb   )r   r  )r   r}  g      @g      @)r~  r3   g      @g       @)r~  g      r   r   r~  )r   r   r   r   )r   r   rv   r%   r   r   r@   rB   )rk   rN   r   r   r   'test_mi_add_cell_missing_row_non_unique  s$   



r  c                  C   s   t dddtjdgdggddgdd	} | jd
 }|dksJ t|tjs'J | jdgdf jd }|dks8J t|tjs@J d S )Nr   r   r   r   r2   r   r   r=   r   )r   r   r   r   r   )r   r   rF   r%   
isinstancer   r}   rC   )r-   rk   r   r   r   $test_loc_get_scalar_casting_to_float  s    
r  c                  C   sf   t jddgddggddgd} t| tjd}|jd }ttjtjgtddgdd	d
}t	|| d S )Nr   r   rb   r#   r   r   r=   ru   r{  r   )
r   rv   r   r   rw   r%   r   r   r@   rh   )r   s2rk   rN   r   r   r   )test_loc_empty_single_selector_with_names  s
   
 r  c                  C   sh   t g dg dtdd} | ddg} tjtdd | jd	  W d    d S 1 s-w   Y  d S )
N)r  r     r  ,  r  )rV   rV   r      r  !   r   rn   rb   r#   z^1$rZ   )r  r   )r   r(   r?   r]   r^   r_   r%   r  r   r   r   'test_loc_keyerror_rightmost_key_missing  s   "r  c                  C   s8   t ddg} tddg| d}|jd }|dksJ d S )Nr   )r   )r2   r    r   r   r   )r   r   r   r%   )r   rj   rk   r   r   r   *test_multindex_series_loc_with_tuple_label  s   
r  )8numpyr   r]   pandas.errorsr   r   pandasr   r   r   r   r   pandas._testing_testingr@   fixturer   r   r   r   r   r   
IndexSlicer   r  r  r  r  r  r  r  r+  r?  rJ  rM  rQ  rX  rd  rm  rn  rx  r|  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   <module>   sx    

   

 

 $	
	