o
    dLt                     @   s   d dl Zd dlZd dlZd dl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 ejdd Zejdd Zejd	d
 Zejdd Zejdd Zejdd ZG dd dZG dd dZdS )    N)	DataFrameIndex
MultiIndex
RangeIndexSeries	Timestamp)concat)mergec                  C   s0   g d} g d}t jt| }t| ||dS )z=left dataframe (not multi-indexed) for multi-index join tests)
barr
   r
   foor   bazr   quxr   snap)
twoonethreer   r   r   r   r   r   r   key1key2data)nprandomrandnlenr   r    r   j/var/www/html/visualizacion-main/env/lib/python3.10/site-packages/pandas/tests/reshape/merge/test_multi.pyleft   s   r   c                 C   s   | }ddg|j _g d|_|S )z:right dataframe (multi-indexed) for multi-index join testsr   r   )j_onej_twoj_three)indexnamescolumns) multiindex_dataframe_random_datadfr   r   r   right   s   
r%   c                   C   :   t g dg dg dg dg ddg ddg dS )	N)Ar'   Br(   C)r'   r(   r'   r)   r'   )AMr*   IPr*   OP)hbwnhbhbor.   r-   )i  i?  i	  i  i\  )OriginDestinationPeriodTripPurpTripsr"   )r0   r1   r2   r3   r   	set_indexr   r   r   r   
left_multi'      
	r8   c                   C   r&   )	N)r'   r'   r(   r(   r)   r)   E)r'   r(   r'   r(   r'   r(   F)r*   r*   r+   r*   r,   r+   r*   )abcr=   r<   r=   r<   )d   P   Z   r@   K   #   7   )r0   r1   r2   LinkTypeDistancer5   )r0   r1   r2   rE   r6   r   r   r   r   right_multi5   r9   rG   c                   C      g dS )N)r0   r1   r2   r   r   r   r   r   on_cols_multiC      rI   c                   C   rH   )N)r0   r1   r2   r3   rE   r   r   r   r   r   idx_cols_multiH   rJ   rK   c                   @   s  e Zd Z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d Z
dd Zdd Zdd Zdd Zdd Zejddejeegdd Zejdddgdd  Zejd!d" Zejd#d$ Zejd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 ZdS )1TestMergeMultic                 C   s   ddg}|j |||djdd}t|| ||d}t|| |j |||ddjdd}t|| ||dd}t|| d S )Nr   r   onhowT)droprN   rO   sort)joinreset_indexr	   tmassert_frame_equal)selfr   r%   	join_typeon_colsresultexpectedr   r   r   test_merge_on_multikeyN   s   z%TestMergeMulti.test_merge_on_multikeyrR   FTc              
      sl  g ddd   fdd}t ttttdtdd }ttj|d	d
dgd}|	ddtj
ddt|d tjt|}|j|  } ||d<  | |d< |jdd |||| tj|jdd dd
f< tj|jdd ddf< tj|jdd ddf<  ||d< tjt|}|j|d df } | |d< |jdd |||| d S )N)1st2nd3rdc                    sB   dd   fdd}|| d || d d  | d  dd	  S )
Nc                 S   s   | | krdS t | S )Nr   )ord)r<   r   r   r   <lambda>e   s    zNTestMergeMulti.test_left_join_multi_index.<locals>.bind_cols.<locals>.<lambda>c                    s   |   td S )Nr<   )mapr`   )tsiordr   r   ra   f   s    r]   r_   g      Y@r^   r   g     @)fillna)r$   fr   rd   r   	bind_colsd   s   .z<TestMergeMulti.test_left_join_multi_index.<locals>.bind_colsc                    s   | j |d|d}t| t|d k sJ |d   rJ |d   r)J tj|d |d  dd  |jd d d df }tj|d |dd |jd u sTJ |rat||j	d	d
 t
| | |dd}tt||_t|| d S )Nr   rQ      4th5thF)check_names	mergesortkind)rN   rR   rO   )rS   r   isnaanyrU   assert_series_equalilocnamerV   sort_valuesr	   rT   r   r    )r   r%   rR   resrZ   outrh   icolsr   r   run_assertsi   s   z>TestMergeMulti.test_left_join_multi_index.<locals>.run_assertsr<   zri   )i     r]   r_   r5   r^   r   i  floatrj   rk   T)inplace   r}   %      +   )listrb   chrr   aranger`   r   r   choiceinsertrandintr   astypepermutationrt   copyr7   nanloc)rW   rR   r{   lcr   ir%   r   ry   r   test_left_join_multi_index`   s*   "$z)TestMergeMulti.test_left_join_multi_indexc                 C   sJ   ddg}|j ||dd|d}|j ||dd|d}||j }t|| d S )Nr   r   Tr   )left_onright_indexrO   rR   r%   )right_on
left_indexrO   rR   )r	   r"   rU   rV   )rW   r   r%   rR   rY   merged_left_rightmerge_right_leftr   r   r   test_merge_right_vs_left   s   


z'TestMergeMulti.test_merge_right_vs_leftc                 C   s   t tdtjddgg dgddgddd	}ttd
g ddd}t|| ddgd}ttd
g ddgd tdd}t	|| d S )N   r'   r(   ri   r}   r   lev1lev2r!   Amount)ru   AAABBB)ri   r}   r   ri   r}   r   r   )r   r   colrN   )r   r   r   r   )
r   ranger   from_productr   r   r	   rT   rU   rV   )rW   sr$   rZ   r[   r   r   r   .test_merge_multiple_cols_with_mixed_cols_index   s   z=TestMergeMulti.test_merge_multiple_cols_with_mixed_cols_indexc                 C   s|   t dd}t|d}|d d d }t||tjdd}t|d d d |d d d tjdd}t||dd	 d S )
N
   i'  r}   r   i N  )r   r   value1)r   r   value2outerrO   )rU   rands_arrayr   tiler   r   r   r	   )rW   r   r   r$   df2r   r   r    test_compress_group_combinations   s   &z/TestMergeMulti.test_compress_group_combinationsc                 C   s  ddg}t g dd ddgd tjtdtjd	d
}tddg}t dddgi|d}|j||d}| }tj	|d< d|j
|jdk|jdk@ df< d|j
|jdk|jdk@ df< t|| |j|ddd |j||dd}t|| t g dd ddgd tjg dd tjd	tjtdtjd	d}tddg}t dddgi|d}|j||d}| }tj	|d< d|j
|jdk|jdk@ df< d|j
|jdk|jdk@ df< t|| |j|dd}|j||dd}t|| d S )Nk1k2)r   ri   r}      r   r
         dtype)r   r   v)r}   r
   )ri   r   v2      r    r   r}   ri   rn   T)rp   r   )rN   rR   )r   r   k3r   ro   )r   r   arrayr   int64r   from_tuplesrS   r   r   r   r   r   rU   rV   rv   float32int32)rW   rY   r   r    r%   rZ   r[   r   r   r   #test_left_join_index_preserve_order   sH   




	
z2TestMergeMulti.test_left_join_index_preserve_orderc                 C   s  t g dg dg dg dg dg dg dg dg d	g d
g
g dg dd}t g dg dg dg dg dg dg dg dg dg dg dg dg dg dgg ddg d}|j|g dd d!}t g d"g d#d$d%d&d'tjgg d(g d)g d*d+d%d,d-tjgg d.g d/g d0g d1g d2g d3g d4gg d5g d6d}t|| |j|g dd d7d8}|jg dd9d:}t|| d S );N)XYr)   r<   )Wr   r)   e)VQr'   h)r   RDr   )r   r   r   r=   )r   r   r'   r>   )r   r   r(   rg   )r   r   r)   g)r   r   r)   j)r   r   r(   d)colacolbcolctag)
r   r}   r   ri   r   r      r   	   r   r"   r    )r   r   r)   r   )r   r   r(   r   )r   r   r(   r   )r   r   r'   ri   )r   r   r'   r   )r   r   r(   r   )r   r   r)   r   )r   r   r)   r   )r   r   r)   i)r   r   r)   i)r   r   r)   r   )r   r   r   r}   )r   r   r   r   )r   r   r'   )col1col2col3valr5   )r   r   r   )r   r   r   r   rM   )r   r   r)   r<   r   )r   r   r)   r<   r   r   r   r)   r   )r   r   r'   r   r   )r   r   r   r   r}   )r   r   r   r   r   r   r   r=   )r   r   r'   r>   ri   )r   r   r'   r>   r   )r   r   r(   rg   r   )r   r   r(   rg   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   ri   ri   r   r   r   r   r   r   r   r   TrQ   rn   ro   )r   r7   rS   r   r   rU   rV   rv   )rW   r   r%   rZ   r[   r   r   r   +test_left_join_index_multi_match_multiindex  sv   
z:TestMergeMulti.test_left_join_index_multi_match_multiindexc                 C   s<  t ddgddgddgddggdd	gg d
d}t ddgddgddgddgddgddgddgddggddgdd}|j|ddd}t g dg dg dg dddtjgg dg dddtjggg d g d!d}t|| |j|ddd"d#}|jdd$d%}t|| t||	 ddd&}t
t||_t|| d S )'Nr>   r   r=   ri   r<   r}   r   r   r   )r}   r   ri   r   r   r   wxr   yr|   rr   qr   charr5   r   rM   )r>   r   r   )r>   r   r   )r>   r   r   )r>   r   r   )r<   r}   r   )r<   r}   r|   )r   r   r   )r}   r}   r}   r}   r   ri   ri   r   TrQ   rn   ro   rO   rN   )r   r7   rS   r   r   rU   rV   rv   r	   rT   r   r   r    )rW   r   r%   rZ   r[   	expected2r   r   r    test_left_join_index_multi_matchF  sP   



z/TestMergeMulti.test_left_join_index_multi_matchc                 C   s   t tdtjdtjdtdtjddg dd}t ddtjtjtjgddtjtjtjgd	}t||d
dd}|jd
gdd}||}t	
|| d S )Nabcder   )idv1r   dummyv3r5   r<   r=   gX9v?gʡE@)r   sv3r   r   rM   ri   )axis)r   r   r   r   r   r   r	   rP   rS   rU   rV   )rW   r   r%   rZ   rdfr[   r   r   r   test_left_merge_na_bugletx  s$   




z(TestMergeMulti.test_left_merge_na_bugletc              
   C   s   g dg dg dddt jgg dg dddt jgg d	g d
g	}t|g dd}ddt jgddt jgddt jgddt jgddt jgddt jgg}t|g dd}|j|dd}|dj|ddd}|dt j}t|| d S )N)  r'         ?)r   r(   r   )  r(   r   i  r(   )  r(         @)r   r)   r   r)   )  r)   g      @)r   r)   r   )yearpanelr   r5   r'   r   r   r   r   r   i)r   r   r   r	   rf   replacerU   rV   )rW   r   frame
other_dataotherrZ   r[   r   r   r   test_merge_na_keys  s.   







z!TestMergeMulti.test_merge_na_keysklassNc                 C      t g dg ddgd}t|j|_|jj}|d ur||}tjg dtjd}t g d|d}|j|d|gdd	}t	
|| t |g dg dd
}|j||jjgdd	}t	
|| d S Nr   )z
2016-01-01z
2017-01-01z
2018-01-01r<   r5   )i  i  i  r   )r<   key_1innerrM   )key_0a_xa_yr   pdto_datetimer    r   r   r   r   r	   rU   rV   )rW   r   r$   	on_vector	exp_yearsr[   rZ   r   r   r   test_merge_datetime_index     z(TestMergeMulti.test_merge_datetime_index
merge_typer   r%   c                 C   s  t dddgitjtddgtddggddgd	d
}t tjg ddgd	dgd}tjtddgtddggddgd	}|dkr_t ddgd d gd|d
}|j|dddgd}|j|dd}nt d d gddgd|d
}|j|dddgd}|j|dd}t|| t|| d S )Nr   r   z
1950-01-01r'   z
1950-01-02r(   dater   r   )r   r    state)r    r"   r   )r   r  r   r   )r  r   r%   )r   r   r   r   r	   rS   rU   rV   )rW   r
  r   r%   expected_indexr[   results_mergeresults_joinr   r   r   (test_merge_datetime_multi_index_empty_df  sD   
z7TestMergeMulti.test_merge_datetime_multi_index_empty_dfc                 C   s.   t g dg dg ddg ddd}|S )Nr   )r   ri   r   )ffffAPAi^ )household_idmalewealthr5   r  r6   )rW   	householdr   r   r   r    s   zTestMergeMulti.householdc              
   C   sP   t g dddddddtjgddd	d	d
dtjgg ddg ddddg}|S )Nri   r}   r}   r   r   r   r   nl0000301109nl0000289783gb00b03mlx29lu0197800237nl0000289965ABN AmroRobecoRoyal Dutch ShellAAB Eastern Europe Equity FundPostbank BioTech Fonds      ?皙?333333?333333?r%        ?r#  )r  asset_idru   sharer5   r  r(  )r   r   r   r7   )rW   	portfolior   r   r   r*    s2   
	
zTestMergeMulti.portfolioc                 C   sH   t g dg dg dg dg dg dddd	gjg d
d}|S )N)r   ri   ri   r   r   r   )r  r  r      xAr+  r+  )r  r  r  r  r   r!  )r#  r$  r%  r&  r%  r'  )ri   r}   r}   r   r   r   )r  r  r  r  r  r  )r  r  ru   r)  r  r(  r  r(  )r  r  ru   r)  r5   )r   r7   reindex)rW   r[   r   r   r   r[     s   
#zTestMergeMulti.expectedc                 C   s.   |  }|  }|j|dd}t|| d S )Nr   r   )r   rS   rU   rV   rW   r*  r  r[   rZ   r   r   r   test_join_multi_levelsF  s   z%TestMergeMulti.test_join_multi_levelsc                 C   sD   |  }|  }t| | dgddddg}t|| d S )Nr  r   rM   r(  )r   r	   rT   r7   rU   rV   r-  r   r   r   (test_join_multi_levels_merge_equivalenceO  s   
z7TestMergeMulti.test_join_multi_levels_merge_equivalencec                 C   sn   |  }|  }|j|dd}t|tddgitjdtjfgddgdd	gd
ddj|j	d}t
|| d S )Nr   r   r)  r#  r   r  r(  r   r   r   T)r   rR   r5   )r   rS   r   r   r   r   r   r   r,  r"   rU   rV   r-  r   r   r   test_join_multi_levels_outer\  s$   z+TestMergeMulti.test_join_multi_levels_outerc                 C   s   |  }|  }d|j_tjtdd |j|dd W d    n1 s%w   Y  |  }|jddg tjtdd |j|dd W d    d S 1 sPw   Y  d S )Nr   z+cannot join with no overlapping index names)matchr   r   r  z'columns overlap but no suffix specified)r   r    ru   pytestraises
ValueErrorrS   	set_names)rW   r*  r  
portfolio2r   r   r   test_join_multi_levels_invalidr  s   "z-TestMergeMulti.test_join_multi_levels_invalidc              	   C   s@  t g dddddddtjgg ddg ddd	d
g}t g dg dg ddd
dg}t g dg dg dg dg ddg djddgd}t| | d
gddg d}t|| t g dg dg dg dg ddg djddgd}t| | d
gd dg d}t|| d S )!Nr  r  r  r  r  r"  )r  r(  r)  r5   r  r(  )r  r  r  r  r  )               )S緖?D >?
?HRE?)r(  t
log_returnrB  )r}   r}   r}   r   r   r   r   r   )r  r  r  r  r  r  r  r  )r8  r9  r:  r8  r9  r:  r;  r<  )r%  r%  r%  r&  r&  r&  r%  r%  )r=  r>  r?  r=  r>  r?  r@  rA  )r  r(  rB  r)  rC  )r  r(  rB  r)  rC  r   rM   )ri   r}   r}   r}   r}   r   r   r   r   r   r   r   )r  r  r  r  r  r  r  r  r  r  r  N)NNr8  r9  r:  r8  r9  r:  r;  r<  NN)r#  r$  r%  r%  r%  r&  r&  r&  r%  r%  r'  r#  )NNr=  r>  r?  r=  r>  r?  r@  rA  NNr   )	r   r   r   r7   r,  r	   rT   rU   rV   )rW   r  rC  r[   rZ   r   r   r   test_join_multi_levels2  s   	



!

=B
z&TestMergeMulti.test_join_multi_levels2)__name__
__module____qualname__r\   r2  markparametrizer   r   r   r   r   r   r   r   r   r   asarrayr   r   r  r  fixturer  r*  r[   r.  r/  r0  r7  rD  r   r   r   r   rL   M   s8    
7
6E2 

.


&	rL   c                   @   sL   e Zd Zdd Zdd Zejddej	e
egdd Zd	d
 Zdd ZdS )TestJoinMultiMultic                 C   sD   t | | ||d| }|j||d }t|| d S )Nr   r   )r	   rT   r7   
sort_indexrS   rU   rV   rW   r8   rG   rX   rI   rK   r[   rZ   r   r   r   test_join_multi_multi"  s   z(TestJoinMultiMulti.test_join_multi_multic                 C   s`   |j |jd}|j |jd}t| | ||d| }|j||d }t|| d S )Nr5   r   r   )	rP   r"   r	   rT   r7   rM  rS   rU   rV   rN  r   r   r   test_join_multi_empty_frames4  s   z/TestJoinMultiMulti.test_join_multi_empty_framesboxNc                 C   r   r   r  )rW   rQ  r$   r  r  r[   rZ   r   r   r   r  H  r	  z,TestJoinMultiMulti.test_merge_datetime_indexc                 C   s   t jg dddgd}tg dg dd|d}t jg d	dd
gd}tg dg dd|d}||}t| | dgddg d}t|| d S )N))K0X0)rR  X1)K1X2keyr   r   )A0A1A2)B0B1B2)r'   r(   r   ))rR  Y0)rU  Y1)K2Y2)r`  Y3r   )C0C1C2C3)D0D1D2D3)r)   r   r   rM   )rW  r   r   )	r   r   r   rS   r	   rT   r7   rU   rV   )rW   
index_leftr   index_rightr%   rZ   r[   r   r   r   test_single_common_level_  s(   

z+TestJoinMultiMulti.test_single_common_levelc                 C   s   t jddgddggddgd}t jg dddgd}t|d	g d
id}t|dg did}||}t|g d
dddtjgdd}t|| d S )Nri   r}   r   r   r<   r=   r   ))r   ri   )r   r}   )r   ri   r   )r         (   )r    r   r   )r   r
   fingrq  r   r
   )r   r   )	r   r   r   r   rS   r   r   rU   rV   )rW   midx1midx3r   r%   rZ   r[   r   r   r   test_join_multi_wrong_orderx  s   
z.TestJoinMultiMulti.test_join_multi_wrong_order)rE  rF  rG  rO  rP  r2  rH  rI  r   rJ  r   r   r  rm  rt  r   r   r   r   rL  !  s    
rL  )numpyr   r2  pandasr  r   r   r   r   r   r   pandas._testing_testingrU   pandas.core.reshape.concatr   pandas.core.reshape.merger	   rK  r   r%   r8   rG   rI   rK   rL   rL  r   r   r   r   <module>   s4     


	



     Y