a
    Pf1%                  
   @   sD  d dl Zd dlZd dlZd dlmZ ej	dd g dgddggdg gdg dgdd	d
ggdg ggdd Z
dd Zejj	dd dgg dgg dg dged ddg dgd dhg dggg dddd Zdd Zdd Zdd Zej	dd g dgg dg dgeddeddfg dggdd  Zd!d" Ze d#d$ Zd%d& Zd'd( Zej	d)g d*ej	d+d,d-gej	d.d/d0gd1d2 Zej	d3g d4ej	d5g d4ej	d6g d7d8d9 Zd:d; Zej	d6g d<d=d> Ze d?d@ ZdAdB ZdCdD Zej	dEeej ej!ej"gdFdG Z#dHdI Z$dS )J    Nzarg, expected_rows)r               )   r      r      ic                 C   s$   |j | }| j| }t|| d S N_positional_selectoriloctmassert_frame_equalslice_test_dfslice_test_groupedargexpected_rowsresultexpected r   [/var/www/ai-form-bot/venv/lib/python3.9/site-packages/pandas/tests/groupby/test_indexing.pytest_int
   s    

r   c                 C   s.   |j ddd }| jg d }t|| d S )Nr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   
test_slice   s    r   r   r   r   r   r   r   r   r   r   r   r   )listnegativerangeset)Zidsc                 C   s$   |j | }| j| }t|| d S r   r   r   r   r   r   	test_list%   s    

r$   c                 C   s(   |j d }| jg d }t|| d S )Nr   r   r   r   r   r   r   	test_ints<   s    
r%   c                 C   s4   |j d ddd f }| jg d }t|| d S )Nr   r	   r   r   r   r   r   r
   r   r   r   r   r   r   test_slicesD   s    r'   c                 C   s2   |j dddd f }| jg d }t|| d S )Nr   r   r	   r&   r   r   r   r   r   test_mixL   s    r(   r&   c                 C   s.   | j dddj| }| j| }t|| d S )NGroupF)sort)groupbyr   r   r   r   )r   r   r   r   r   r   r   r   test_as_indexT   s    

r,   c                  C   s   t jddgddgddgddgddggdd	gd
} | jddd}|jdd }t jddgddggdd	gddgd}t|| |jd }t jddgddgddggdd	gg dd}t|| d S )Nar   r   r   br   r   ABcolumnsFZas_indexr2   index)r   r   )r   r   r   )pd	DataFramer+   r   r   r   )dfgroupedr   r   r   r   r   test_doc_examplesd   s    &$
 r:   c                     s   t jd d} d}tjd| dd}dd t|D }i }|D ]F}| d	d
 } fdd|d | D }|jdd d |||< q>|S )Nr   d      Z20130101D)Zperiodsfreqc                 S   s   g | ]}d | qS )zitem r   .0ir   r   r   
<listcomp>       z#multiindex_data.<locals>.<listcomp>r      c                    s.   g | ]&}|  d dd   d dd fqS )r   i'  r;   )integers)r@   itemrngr   r   rB      s   c                 S   s   | d S )Nr   r   xr   r   r   <lambda>   rC   z!multiindex_data.<locals>.<lambda>)key)nprandomZdefault_rngr6   Z
date_ranger"   rE   r*   )ZndatesZnitemsdatesitemsdatadateZnitems_for_dateZlevelsr   rG   r   multiindex_datay   s    


rS   c                 C   sV   i }| D ]0}| | D ]"}|d |d d|||d f< qqt jj|dd}d|j_|S )Nr   r   )r/   r0   r   r5   )Zorient)DateZItem)r6   r7   	from_dictr5   names)rQ   rowsrR   levelr8   r   r   r   _make_df_from_data   s    "rY   c                    sL   t  }|jdddtdd} fdd D }t |}t|| d S )NrT   Fr3   r   c                    s   i | ]}| | d d qS )r   rZ   r   )r@   rR   rS   r   r   
<dictcomp>   rC   z#test_multiindex.<locals>.<dictcomp>)rY   r+   Znthslicer   r   )rS   r8   r   Zslicedr   r   r[   r   test_multiindex   s
    r^   r   )r   r      i  r   iimethodheadtail	simulatedTFc           	         s   d d fddt D  fddt D d}t|}|jddd	}| d
krZ| n|  |dkr|jd |  }|r fddt D }|j| }q|| }nD|j|  d  }|r fddt D }|j| }n
|| }t	|| d S )Nr;   r_   c                    s$   g | ]}t  D ]}d | qqS )group r"   r@   jgn_groupsr   r   rB      s   z.test_against_head_and_tail.<locals>.<listcomp>c                    s*   g | ]"}t  D ]}d | d| qqS )re   z row rf   rg   rj   r   r   rB      s   groupvaluerm   Fr3   r   rb   c                    s:   g | ]2}t  D ]$}|  |   k r|  | qqS r   rf   r@   rh   rA   )rk   n_rows_per_groupr   r   rB      s   c                    sF   g | ]>}t  D ]0}|    | d kr|    | qqS r   rf   ro   rk   rp   sizer   r   rB      s   )
r"   r6   r7   r+   r   r   rb   rc   r   r   )	r   ra   rd   rQ   r8   r9   r   indicesr   r   rr   r   test_against_head_and_tail   s8    




ru   start)Nr   r   
   r   istopstep)Nr   r   c           	      C   sd   d}dg| t t|d}t|}|jddd}|j| || }|j| || }t|| d S )Nr_   zgroup 0rl   rm   Fr3   )	r    r"   r6   r7   r+   r   r   r   r   )	rv   rx   ry   Zn_rowsrQ   r8   r9   r   r   r   r   r   test_against_df_iloc   s    

rz   c                  C   sV   t jg dg dd} | jdd}|jdd }t jddgd	d
gd}t|| d S )Nr   r   r   r   r   )r-   r-   r-   r.   r.   )r5   r   )rX   r   r   r   r-   r.   )r6   Seriesr+   r   r   Zassert_series_equal)Zserr9   r   r   r   r   r   test_series   s
    r}   r{   c                 C   s&  dd t dD }|dd t dD 7 }|dd t dD 7 }tj|dd	gd
}|jddd}|jd d |  }dd t dd| D }|dd t dd| D 7 }|dd t dd| D 7 }dd t dd| D }|dd t dd| D 7 }|dd t dd| D 7 }tj|dd	g|d}t|| d S )Nc                 S   s   g | ]}d d | gqS rI   r   r?   r   r   r   rB      rC   ztest_step.<locals>.<listcomp>r   c                 S   s   g | ]}d d | gqS yr   r?   r   r   r   rB      rC   r   c                 S   s   g | ]}d d | gqS zr   r?   r   r   r   rB      rC   r   r/   r0   r1   Fr3   c                 S   s   g | ]}d d | gqS rI   r   r?   r   r   r   rB     rC   r   c                 S   s   g | ]}d d | gqS r~   r   r?   r   r   r   rB     rC   c                 S   s   g | ]}d d | gqS r   r   r?   r   r   r   rB     rC   c                 S   s   g | ]}d | qS rq   r   r?   r   r   r   rB   	  rC   c                 S   s   g | ]}d | qS )r   r   r?   r   r   r   rB   
  rC   c                 S   s   g | ]}d | qS )	   r   r?   r   r   r   rB     rC   r4   )r"   r6   r7   r+   r   r   r   )ry   rQ   r8   r9   r   r5   r   r   r   r   	test_step   s    r   c                   C   s   t jg dg dgg ddS )N)r   r   r   r   r   r   r
   )r   r   r   r   r   r   r   )r/   r0   Cr=   EFGr1   )r6   r7   r   r   r   r   column_group_df  s    r   c                 C   sz   d}t jt|d$ | j| jd dd}W d    n1 s<0    Y  |jdd }| jd d ddgf }t || d S )NzDataFrame.groupby with axis=1matchr   )Zaxisr   r   )r   Zassert_produces_warningFutureWarningr+   r   r   r   )r   msgri   r   r   r   r   r   test_column_axis  s    2r   c                  C   s`   t dd dD } ddg}| | jdk | D ]*\}}t|jt | d|jvs0J q0d S )Nc                 S   s   i | ]}|t d qS )rw   rf   )r@   kr   r   r   r\   &  rC   z(test_columns_on_iter.<locals>.<dictcomp>ABCr/   r0   r   r   )r6   r7   r+   r/   r   Zassert_index_equalr2   Index)r8   cols_dgr   r   r   test_columns_on_iter$  s
    r   funcc                 C   sn   t ddgddgddgd}|d| g d  }t jg dgg dt jdgdd	d
}t|| d S )Nr   r   r   r   )r/   r0   r   r   )r/   r0   r/   )      ?g      @r   )namer4   )r6   r7   r+   meanr   r   r   )r   r8   r   r   r   r   r   test_groupby_duplicated_columns/  s    r   c                  C   sp   t jg dg dg ddd} | jddgd}d	}tjt|d
 |d W d    n1 sb0    Y  d S )N)Za1a2N)b1b2r   )r   r   r   )r/   r0   val)rQ   r/   r0   )Zbyz('a2', 'b1')r   )r   r   )r6   r7   r+   pytestZraisesKeyErrorZ	get_group)r8   Zgrpsr   r   r   r   #test_groupby_get_nonexisting_groups@  s    r   )%numpyrM   r   Zpandasr6   Zpandas._testingZ_testingr   markZparametrizer   r   r"   r$   r%   r'   r(   r]   r,   r:   ZfixturerS   rY   r^   ru   rz   r}   r   r   r   r   r    r   r|   arrayr   r   r   r   r   r   <module>   sv   







4




