o
    dD{                     @   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bazZqux)r            first)levelscodesnames)r    r   r   ]/app/.heroku/python/lib/python3.10/site-packages/pandas/tests/indexing/multiindex/test_loc.pysingle_level_multiindex   s   r   c                  C   sB   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   index)r   r   nprandomrandn)r   r   r   r   r   r   %frame_random_data_integer_multi_index   s   r   c                   @   sP  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$ Zejd%eeeeejeefejd&eeeeejeefd'd( Zd)d* Zejd+d,d-gd.d/ Zejd0ed1d2fd3ej fgd4d5 Z!d6d7 Z"d8d9 Z#d1S ):TestMultiIndexLocc                 C   sV   |}d|j d< |j d dksJ | }ttd|_d|j d< |j d dks)J d S )N   )r	   twoBr      )r   r   )loccopylistrangecolumns)self multiindex_dataframe_random_dataframedfr   r   r   &test_loc_setitem_frame_with_multiindex$   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)r5   r6   r5   r6   )keys)r1   r2   r   T)Zinplacer   dtyper   r4   )r-   r.   r/   r   )r   Zastype	set_indextmZassert_produces_warningr   assert_frame_equalr#   iloc
sort_indexr   arrayr   from_arrays)r(   Zany_real_numpy_dtyper9   datar+   keyreturn_valueresZcol_arrZyear_arrr   expectedr   r   r   test_loc_getitem_general/   s(   
z*TestMultiIndexLoc.test_loc_getitem_generalc                 C   n   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 s0w   Y  d S 
Nr   r   r   r0   r      
   r0   r0   rL   rL   rM   r2   r'   r   z^2$matchr   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   rM   )r\   r      )reindexr   r#   r<   assert_series_equal)r(   /multiindex_year_month_day_dataframe_random_dataserrF   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   rY   r!   C	   r   rB   r9   r   r   r   r   r   r   r"   rL   rB   r   r9   r   r   )rB   r9   r   r   r9   r   r9   )
r   from_productr   r&   r   float64r#   r<   r_   r   )r(   r   xyrF   rb   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 )Nrd   re   rg   rh   r   r   ri   rj   rk   rn   rl   r   )r   rm   r   r&   r   rn   r@   r#   r<   r_   r   int64)r(   r   ro   rp   rF   rb   rr   Z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   )irv   j)rY   rY   r!   )Xrx   YrP   r   r   rv   r   axisrw   )rv   rx   	r   r   r   r   r>   	droplevelr#   r<   r=   r(   r+   rF   rb   r   r   r   test_loc_multiindex_labels   s"   
"
z,TestMultiIndexLoc.test_loc_multiindex_labelsc                 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|| d S )
Nr   rJ   rK   rN   rO   rP   r   r   r0   r|   r~   r   r   r   test_loc_multiindex_ints   s   
z*TestMultiIndexLoc.test_loc_multiindex_intsc                 C   rH   rI   rS   rW   r   r   r   (test_loc_multiindex_missing_label_raises   s   "z:TestMultiIndexLoc.test_loc_multiindex_missing_label_raiseszkey, posr   r0   r   r   r   c                 C   sn   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 s0w   Y  d S )	Nr   rJ   rK   rN   rO   rP   znot in indexrQ   rS   )r(   rC   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 )NrL   abcdefr   z^\('a', 'b'\)$rQ   r   r   z^\('a', 'd', 'g'\)$)r   r   gzToo many indexers)r   r   r   rw   )	r   r&   r   rm   rT   rU   rV   r#   r   )r(   sr   r   r   (test_loc_multiindex_too_many_dims_raises   s   "z:TestMultiIndexLoc.test_loc_multiindex_too_many_dims_raisesc                 C   s   dd t dD }dd t dD }t||g}dtjdd d }t||d	}|| }t|| tt	d

ddtg dg dgd}|jddgfd d f }|jddg }t|| d S )Nc                 S      g | ]}d t | qS )	Attributestr.0rv   r   r   r   
<listcomp>       zFTestMultiIndexLoc.test_loc_multiindex_indexer_none.<locals>.<listcomp>r   c                 S   r   )Valuer   r   r   r   r   r      r   r   g?rM   g      ?r'   r2   r   r   r   r0   rd   r   r   )r&   r   rm   r   r   r   r   r<   r=   arangereshaper#   )r(   
attributesZattribute_valuesr   r+   rb   rF   r   r   r    test_loc_multiindex_indexer_none   s   z2TestMultiIndexLoc.test_loc_multiindex_indexer_nonec                 C   s   t tjdddttdg dg}|jd d ddf }|jdd	ddf }t|| |jd d	ddf }t|| |jdd ddf }t|| t tjdddttdg dg}|j	g d
 }|jdd	dddf }t|| d S )N   rt   r8   r   r   r   r   r   r   r   r0   )r   r"   rL   r2   r]      r   )
r   r   r   r   rm   r&   r#   r<   r_   r>   )r(   r   rF   rb   r   r   r   test_loc_multiindex_incomplete   s$   z0TestMultiIndexLoc.test_loc_multiindex_incompletec                 C   s4   |}t tjt||d}|jD ]}||  qd S )Nr   )r   r   r   r   lenvalues)r(   r   Z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"   rL   r   r   r   rL   rM         r   r   r   rM   r   )r   rm   r   r   r   r   r#   r<   r=   r>   r   )r(   r   r+   rb   rF   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   ndarrayr@   slice)indexer_typer7   r   r   r   convert_nested_indexerC  s
   

zQTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.convert_nested_indexerr   rd   rt   r8   ZDatar   r'   rM   r   r   r   c                 3   s    | ]
\}} ||V  qd S r   r   )r   r   r   r   r   r   	<genexpr>V  s
    
zDTestMultiIndexLoc.test_loc_getitem_nested_indexer.<locals>.<genexpr>zas an indexer is not supportedrQ   )r   r   r0   r   namer   )r   rm   r   r   r   r   tuplezipsetrT   rU   	TypeErrorr#   r   r<   r_   )r(   r   r   r   r   r   r+   r7   typesindexerrb   rF   r   r   r   test_loc_getitem_nested_indexer8  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   rY   r   rY   r   r   r   r   r   )r   from_tuplesr#   r<   Zassert_equal)r(   Zframe_or_seriesmiobjrF   r   r   r   )test_multiindex_loc_one_dimensional_tupleg  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<   r=   )r(   r   r   r   rF   r   r   r   -test_multiindex_one_dimensional_tuple_columnso  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   r0   r   r   r   r0   r   r   r   r   r   r   )r   r   r   r   r   r   r   r   r   )r(   r   Z	exp_valuer   r+   rF   r   r   r   )test_multiindex_setitem_columns_enlargingx  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 )NZ20110101r   periodsr   r   r   r   rz   z
2011-01-01z
2011-01-02r   r   )r   rm   pd
date_ranger   r   concatr$   r#   r<   r=   r   r^   r   )r(   ZmidxZser1ser2r+   rF   rb   r   r   r   "test_sorted_multiindex_after_union  s   z4TestMultiIndexLoc.test_sorted_multiindex_after_unionc                 C   st   t ttdtdtdgdgd}|jtjd d dd d f  }t ttdtdgdgd}t|| d S )Nabcdr   ZValr   r   )	r   r   rm   r%   r#   r   Zs_r<   r=   )r(   r+   rE   rF   r   r   r   test_loc_no_second_level_index  s   z0TestMultiIndexLoc.test_loc_no_second_level_index)$__name__
__module____qualname__r,   rG   rX   rc   rs   ru   r   r   r   rT   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   #   sB    
,

)

r   zindexer, posrY   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 )Nre   r   r	   r
   oner    r:   rg   rt   r8   r   r   rQ   r   r   z'bah')r   rm   r   r   r   r?   r>   sizerT   rU   rV   r   r#   r   r<   r_   )r   r   idxra   rF   rb   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   )levelr{   )r   rm   r   r   r   r   r&   r?   r^   r#   r<   r=   )r   Zmulti_indexr+   rF   rb   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$J d S )	Nmeanmedianfunctsr   )r   r   functionr   rP   )r   r   )r   r   r   r   r   r   r#   r+   rb   rF   r   r   r   =test_loc_getitem_duplicates_multiindex_non_scalar_type_object  s   
r   c                  C   sd   t tdtdtjdtjddddg} | jd }| jdd d f }t|| d S )NrM   r   r   r   )r   r   )	r   r   r   r   r   r;   r#   r<   r_   )r+   rF   rb   r   r   r   !test_loc_getitem_tuple_plus_slice  s   



r   c                 C   s8   | }|j d }|dd  }|jd|_t|| d S )Nr   r   )r#   r   r}   r<   r=   )r   r+   rb   rF   r   r   r   test_loc_getitem_int  s
   
r   c                 C   sB   | }t jtdd |jd  W d    d S 1 sw   Y  d S )Nz^3$rQ   r   )rT   rU   rV   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^\('bar', 'three'\)$rQ   ))r	   threer!   r   )rT   rU   rV   r#   r?   )r)   r+   rF   rb   r   r   r    test_loc_getitem_lowerdim_corner   s   
r   c                  C   s   t dtdtdgdgd} d| d< | j| jd d df< tt	| d t	| j t tj
tdtg d	d} |  }td| jd d d
f< td|jd d df< t| | d S )NstringabcdZMain)Zanotherr   r   r   labelsr0   ))rY   1)rY   2)r!   r   r!   r   )r   r%   r   rm   r   r#   r<   assert_numpy_array_equalr   Zasarrayr   r&   r   r$   r   r>   r=   )r+   rF   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dddtg dddd}t	|| d S )NzGood Thingsrf   Rz
Bad ThingsT)Okay ThingsNr!   )r   r   r   r   r!   r   )rL   r0   )Zd1Zd2Zd3Zd4)u1u2u3r:   rP   )r   r0   objectr  )r9   r   r8   r   )
r   r   r   Zonesr   r   r   r#   r<   r=   )Ztupsr+   rb   rF   r   r   r   test_loc_nan_multiindex%  s*   







r  c                  C   sr   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 d S )N2013Q1Z2013Q4Q)freq)W  i  i  )ZPeriodZCVRr:   )	OMSZOMKZRESZ	DRIFT_INDZ
OEVRIG_INDZFIN_INDZVARE_UDZLOEN_UDZFIN_UDr   ))r  r	  r
  r   r	  r
  )r   Zperiod_ranger   rm   r   r#   r   isnan)r   rv   r   r+   rb   Zaltr   r   r   test_loc_period_string_indexing?  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
2017-05-05ZIdx1ZIdx2r:   r   r   r   r0   r   r   r"   ZC1ZC2rB   r   r'   r   r   )r   to_datetimer   rm   r   r#   r   Zget_level_valuesr   r   	Timestampr<   r_   )Zdt_idxZm_idxr+   rb   rF   r   r   r   test_loc_datetime_mask_slicing`  s   ""r  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   r  r   r   r   r#   r<   r_   )datera   rb   r   r   r   &test_loc_datetime_series_tuple_slicings  s   
r  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   r  r   r  r:   ZauthorZpricer  r   r  )r   r  r  r   )r   r   r   r#   r<   r=   )r+   r   rb   rF   r   r   r   test_loc_with_mi_indexer  s   r  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&   Zto_framer;   r   r   get_locr#   r>   r}   r<   r=   r_   )Zdtira   r+   df2rb   rF   r   r   r   r   test_loc_mi_with_level1_named_0  s   r  c                 C   s|   | dddd}t j|dgd}|ddg }|jdtd	fd d f d
}|jd jtd	d d f }t|| d S )Nr   mergerB   zquotes2.csvtime)Zparse_datesZtickerZAAPLz2016-05-25 13:30:00r   )	r   Zread_csvr;   r?   r#   r   r}   r<   r=   )datapathpathr+   r  rE   rF   r   r   r   test_getitem_str_slice  s    r  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  )rY   rY   ZW)r!   rf   r  Fr0   rl   r   rY   g        )	r   ZPeriodIndexr   rA   r   r&   r   rn   r#   )piZlev2Zlev3r   ra   rb   r   r   r   !test_3levels_leading_period_index  s   r%  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 )Nr2   r0   r   re   r   rY   r!   r   rQ   r   r   )	r   r   r   r   r;   rT   rU   rV   r#   )r(   r+   r  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\(0, 3\)rQ   )r   r   )r   r   rm   rT   rU   rV   r#   )r(   ra   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 sHw   Y  tjt	|d
 |jddtd f W d    n1 sjw   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:   r0   r   r   z'\('b', '1', slice\(None, None, None\)\)rQ   r   r   z\('b', '1'\))r   r   )r   rA   r   r@   r   r   ZrandrT   rU   rV   r#   r   r   Zget_locs)r(   r   r+   msgr   r   r   test_missing_key_combination  s$   "z8TestKeyErrorsWithMultiIndex.test_missing_key_combinationN)r   r   r   r(  r)  r-  r   r   r   r   r&    s    r&  c                 C   s2   | }|d }|d }|j d d }t|| d S )NrY   )r\   r   )r#   r<   r_   )r`   r+   ra   rb   rF   r   r   r   test_getitem_loc_commutability  s
   r.  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   r0   r   )r5   ind1ind2r/  r0  r5   r   )r   r   r:   r   r   )
r   r   r   r;   r#   r   r   r<   r=   r   r   r   r   r   test_loc_with_nan  s   

r2  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\(2\.0, 2\.0, 3\.0\)rQ   )       @r3        @)r   r;   rT   rU   rV   r#   r+   r   r   r   test_getitem_non_found_tuple  s   "r6  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   rA   r  r   repeatr  r<   r   Znonzero)r   r   r#   rF   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   r0   r   r   r"   rL   r   rg   rM   r3   r2   )r   rm   r   r   r@   r#   r<   r=   )r   r+   r   rF   r   r   r   ,test_loc_setitem_indexer_differently_ordered   s   $$$r;  c                  C   s   t ddgddgddgddggg d	g d
gddgd} | jtd ddgfd d f }t ddgddgddgddggg dg dgddgd}t|| d S )Nr   r   r   r0   r   r   r"   rL   r*  r   r   r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   r#   r   r<   r=   r   r   r   r   5test_loc_getitem_index_differently_ordered_slice_none+  s   r=  r   )r   r   r"   r   r   r   rL   r"   )r   r   r"   r   r   rL   c                 C   s   t dgd tg ddgd}|jtd | fd d f }t dgd g dg dgdgd}t|| |j|jj| ddd d f }t|| d S )	Nr   rL   )r  r   )r   r"   r'  )r   r   )r   r   )r   rL   )r   r"   r   r   )r   r   r   r   r   r   r   r   )r   r   r   r"   r"   r   r   rL   )r   )	r   r   r   r#   r   r<   r=   r   isin)r   r+   rb   rF   r   r   r   @test_loc_getitem_index_differently_ordered_slice_none_duplicates;  s    r?  c                  C   s   t jdgdgdggg dd} tddgi| d}|dd	g}|jdd d df }t|| tdg| d}|jdd d df }tdgtdgd
dd}t	|| d S )Nro   rp   zr   r:   r   r   r   r   r   r1  )
r   rA   r   r}   r#   r<   r=   r   r   r_   )r   r+   rF   rb   ra   r   r   r   3test_loc_getitem_drops_levels_for_one_row_dataframeQ  s   rA  c                  C   sj   t g dddgg} ttd| d}|jd d ddgf }ttdt g d	d}t|| d S )
Nre   r   r   )r   r   r   r!   rY   )r   r0   ))r!   r   )r!   r   )rY   r   )rY   r   )	r   rm   r   r   Zzerosr#   r   r<   r=   )colsr+   rb   rF   r   r   r   $test_mi_columns_loc_list_label_order_  s   rC  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 )Nr2   )r0   r   r*  r<  )OhiorD  Colorado)GreenRedrF  r   key1key2statecolorz\[2\] not in indexrQ   r   r   rE  )r   r   r   r   r   r   r'   rT   rU   rV   r#   )r*   r   r   r   $test_mi_partial_indexing_list_raisesk  s   "rL  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 )Nr0   r   r   r   r   r   z\['not' 'found'\] not in indexrQ   notfound)r   r&   r   rm   rT   rU   rV   r#   )r   r   r   r   (test_mi_indexing_list_nonexistent_raisesx  s   ""rO  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   r0   r"   rL   r   r   r   rY   r!   r   r   r   r   )r   r   rY   )r   rP  )r   r3  g      @g      @)r4  r1   g      @g       @)r4  g      r   r   r4  )r   r   r   r   )r   r   rm   r#   r   r   r<   r=   )rb   rF   r   r   r   'test_mi_add_cell_missing_row_non_unique  s$   



rQ  c                  C   s   t dddtjdgdggddgdd	} | jd
 }|dksJ t|tjs'J | jdgdf jd }|dks8J t|tjs@J d S )Nr   r   r   r   r0   r   r   r:   r   )r   r   r   r   r   )r   r   rA   r#   
isinstancer   rt   r>   )r+   rb   r   r   r   $test_loc_get_scalar_casting_to_float  s    
rS  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   rY   r!   r   r   r:   rl   r1  r   )
r   rm   r   r   rn   r#   r   r   r<   r_   )r   s2rb   rF   r   r   r   )test_loc_empty_single_selector_with_names  s
   
 rU  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)r7  r7     rV  ,  rW  )rM   rM   r      r8  !   r   re   rY   r!   z^1$rQ   )r7  r   )r   r&   r;   rT   rU   rV   r#   r5  r   r   r   'test_loc_keyerror_rightmost_key_missing  s   "rZ  c                  C   s8   t ddg} tddg| d}|jd }|dksJ d S )Nr   )r   )r0   r   r   r   r   )r   r   r   r#   )r   ra   rb   r   r   r   *test_multindex_series_loc_with_tuple_label  s   
r[  )8numpyr   rT   Zpandas.errorsr   r   Zpandasr   r   r   r   r   Zpandas._testingZ_testingr<   Zfixturer   r   r   r   r   r   Z
IndexSlicer   r   r   r   r   r   r   r   r  r  r  r  r  r  r  r%  r&  r.  r2  r6  r:  r;  r=  r?  rA  rC  rL  rO  rQ  rS  rU  rZ  r[  r   r   r   r   <module>   sx    

   

 

!$	
	