o
    df                     @   sH   d dl Zd dlZd dlmZ dd Zdd Zdd Z	dd	 Z
d
d ZdS )    Nc                  C   sb   t g dg ddd} | jdgdddd	 }| jdgddd
d	 }t|| d S )N)AliceBobCarl)      r   )nameager   r   F
group_keysc                 S   s   | S N groupr   r   k/var/www/html/visualizacion-main/env/lib/python3.10/site-packages/pandas/tests/groupby/test_apply_mutate.py<lambda>   s    z$test_group_by_copy.<locals>.<lambda>c                 S   s   |   S r   )copyr   r   r   r   r      s    )pd	DataFrame	set_indexgroupbyapplytmassert_frame_equal)dfgrp_by_same_valuegrp_by_copyr   r   r   test_group_by_copy   s   r   c               	   C   s   t dgd dgd  dgd dgd  dgd  d	gd  dgd  dgd  dgd  d
d tddD tjjdddd} dd }dd }| d|}| d|}t	|| d S )Na   b   c   defc                 S   s   g | ]}d | qS )gr   ).0xr   r   r   
<listcomp>$   s    z&test_mutate_groups.<locals>.<listcomp>      d      )size)cat1cat2cat3valc                 S   s,   |   } | jjdd| d< | dd  S Nmin)methodrankr0   )r   r2   r6   r   r4   r(   r   r   r   f_copy)   s   z"test_mutate_groups.<locals>.f_copyc                 S   s$   | j jdd| d< | dd  S r3   )r2   r6   r   r4   r7   r   r   r   	f_no_copy.   s   z%test_mutate_groups.<locals>.f_no_copyr/   )
r   r   rangenprandomrandintr   r   r   assert_series_equal)r   r8   r9   
grpby_copygrpby_no_copyr   r   r   test_mutate_groups   s0   rA   c                  C   sX   t g dtdd} | jddddd }| jdddd	d }t|| d S )
N)	r*   r*   r*   r"   r"   r"      rB   rB   	   )keyvaluerD   Tr	   c                 S   s   | d d  j S r   rD   r7   r   r   r   r   =   s    z/test_no_mutate_but_looks_like.<locals>.<lambda>c                 S   s   | j S r   rF   r7   r   r   r   r   >   s    )r   r   r:   r   r   r   r>   )r   result1result2r   r   r   test_no_mutate_but_looks_like7   s   rI   c                  C   sf   t g dg dd} dd }| jdgdd|}t jg d	t jg d
dd}t|| d S )N)ArJ   rJ   BrK   rK   )r*   r"   rB         r    )col1col2c                 S   s   d| j | jd df< | jS )Nr   rO   )locindexrO   r7   r   r   r   fnH   s   z-test_apply_function_with_indexing.<locals>.fnrN   F)as_index)r*   r"   r   rL   rM   r   ))r   r   )r   r*   )r   r"   )r*   rB   )r*   rL   )r*   rM   rO   )rR   r   )	r   r   r   r   Series
MultiIndexfrom_tuplesr   r>   )r   rS   resultexpectedr   r   r   !test_apply_function_with_indexingB   s   rZ   c                  C   s   t jg dg dg dg dg dg ddt jg dd} dd }| jddd|}t jg d	g d
g dgt jg dd}t|| d S )N)r*   r"   rB   )CjulianrK   geoffreyrJ   r]   rK   r]   rJ   r_   r\   r_   )r`   rb   ra   r^   r[   rc   )columnsc                 S   s&   | j d d }| jdd| d|f< | S )Nr   r*   )axissum)rd   rf   )groupedr   r   r   r   
add_columnn   s   z8test_apply_mutate_columns_multiindex.<locals>.add_columnr*   )levelre   )r*   r*   r*   rB   r*   r*   r*   rB   )r"   r"   r"   r    r"   r"   r"   r    )rB   rB   rB   rC   rB   rB   rB   rC   ))r_   rJ   r_   )r_   rK   r_   )r_   r\   r_   )r_   rf   r_   )r]   rJ   r]   )r]   rK   r]   )r]   r\   r]   )r]   rf   r]   )r   r   rV   rW   r   r   r   r   )r   rh   rX   rY   r   r   r   $test_apply_mutate_columns_multiindexW   s0   rj   )numpyr;   pandasr   pandas._testing_testingr   r   rA   rI   rZ   rj   r   r   r   r   <module>   s     