o
    mqi1%                  
   @   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   $   |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   i/home/app/PaddleOCR-VL/.venv_paddleocr/lib/python3.10/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)idsc                 C   r   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r4   index)r   r   )r   r   r   )pd	DataFramer-   r   r   r   )dfgroupedr   r   r   r   r   test_doc_examplesd   s   &$
 r<   c                     s   t jd d} d}tjd| dd}dd t|D }i }|D ]#}| d	d
 } fdd|d | D }|jdd d |||< q|S )Nr   d      Z20130101D)Zperiodsfreqc                 S   s   g | ]}d | qS )zitem r   .0ir   r   r   
<listcomp>       z#multiindex_data.<locals>.<listcomp>r      c                    s.   g | ]}|  d dd   d dd fqS )r   i'  r=   )integers)rB   itemrngr   r   rD      s     c                 S   s   | d S )Nr   r   xr   r   r   <lambda>   s    z!multiindex_data.<locals>.<lambda>)key)nprandomZdefault_rngr8   Z
date_ranger#   rG   r,   )ZndatesZnitemsdatesitemsdatadateZnitems_for_dateZlevelsr   rI   r   multiindex_datay   s   


rU   c                 C   sV   i }| D ]}| | D ]}|d |d d|||d f< q
qt jj|dd}d|j_|S )Nr   r   )r1   r2   r   r7   )Zorient)DateZItem)r8   r9   	from_dictr7   names)rS   rowsrT   levelr:   r   r   r   _make_df_from_data   s    r[   c                    sL   t  }|jdddtdd} fdd D }t |}t|| d S )NrV   Fr5   r   c                    s   i | ]}| | d d qS )r   r\   r   )rB   rT   rU   r   r   
<dictcomp>   s    z#test_multiindex.<locals>.<dictcomp>)r[   r-   Znthslicer   r   )rU   r:   r   Zslicedr   r   r]   r   test_multiindex   s
   r`   r   )r   r      i  r   iimethodheadtail	simulatedTFc           	         s   d d fddt D  fddt D d}t|}|jddd	}| d
kr-| n|  |dkrV|jd |  }|rP fddt D }|j| }n(|| }n"|j|  d  }|rs fddt D }|j| }n|| }t	|| d S )Nr=   ra   c                    s$   g | ]}t  D ]}d | qqS )group r#   rB   jgn_groupsr   r   rD      s
    
z.test_against_head_and_tail.<locals>.<listcomp>c                    s*   g | ]}t  D ]
}d | d| qqS )rg   z row rh   ri   rl   r   r   rD      s    groupvaluero   Fr5   r   rd   c                    s:   g | ]}t  D ]}|  |   k r|  | qqS r   rh   rB   rj   rC   )rm   n_rows_per_groupr   r   rD      s    
c                    sF   g | ]}t  D ]}|    | d kr|    | qqS r   rh   rq   rm   rr   sizer   r   rD      s    )
r#   r8   r9   r-   r   r   rd   re   r   r   )	r   rc   rf   rS   r:   r;   r   indicesr   r   rt   r   test_against_head_and_tail   s8   




rw   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 )Nra   zgroup 0rn   ro   Fr5   )	r!   r#   r8   r9   r-   r   r   r   r   )	rx   rz   r{   Zn_rowsrS   r:   r;   r   r   r   r   r   test_against_df_iloc   s   

r|   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/   r0   r0   )r7   r   )rZ   r   r   r   r/   r0   )r8   Seriesr-   r   r   Zassert_series_equal)Zserr;   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      g | ]	}d d | gqS rK   r   rA   r   r   r   rD          ztest_step.<locals>.<listcomp>r   c                 S   r   yr   rA   r   r   r   rD      r   r   c                 S   r   zr   rA   r   r   r   rD      r   r   r1   r2   r3   Fr5   c                 S   r   rK   r   rA   r   r   r   rD     r   r   c                 S   r   r   r   rA   r   r   r   rD     r   c                 S   r   r   r   rA   r   r   r   rD     r   c                 S      g | ]}d | qS rs   r   rA   r   r   r   rD   	      c                 S   r   )r   r   rA   r   r   r   rD   
  r   c                 S   r   )	   r   rA   r   r   r   rD     r   r6   )r#   r8   r9   r-   r   r   r   )r{   rS   r:   r;   r   r7   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   )r1   r2   Cr?   EFGr3   )r8   r9   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w   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   msgrk   r   r   r   r   r   test_column_axis  s   r   c                  C   s`   t dd dD } ddg}| | jdk | D ]\}}t|jt | d|jvs-J qd S )Nc                 S   s   i | ]}|t d qS )ry   rh   )rB   kr   r   r   r^   &  rE   z(test_columns_on_iter.<locals>.<dictcomp>ABCr1   r2   r   r   )r8   r9   r-   r1   r   Zassert_index_equalr4   Index)r:   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   )r1   r2   r   r   )r1   r2   r1   )      ?g      @r   )namer6   )r8   r9   r-   meanr   r   r   )r   r:   r   r   r   r   r   test_groupby_duplicated_columns/  s   r   c                  C   sr   t jg dg dg ddd} | jddgd}d	}tjt|d
 |d W d    d S 1 s2w   Y  d S )N)Za1a2N)b1b2r   )r   r   r   )r1   r2   val)rS   r1   r2   )Zbyz('a2', 'b1')r   )r   r   )r8   r9   r-   pytestZraisesKeyErrorZ	get_group)r:   Zgrpsr   r   r   r   #test_groupby_get_nonexisting_groups@  s   "r   )%numpyrO   r   Zpandasr8   Zpandas._testingZ_testingr   markZparametrizer   r   r#   r&   r'   r)   r*   r_   r.   r<   ZfixturerU   r[   r`   rw   r|   r   r   r   r   r   r!   r   r~   arrayr   r   r   r   r   r   <module>   sx   







4




