o
    թZh                     @   s   d dl Zd dl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gddggdd d	d
d ZG dd dZG dd dZdS )    N)	DataFrameIndexSeries	Timestamplinearsinglenearesttablec                 C   s
   d | S )N-)joinx r   _/var/www/html/lang_env/lib/python3.10/site-packages/pandas/tests/frame/methods/test_quantile.py<lambda>      
 r   paramsZidsc                 C   s   | j S )z.(interpolation, method) arguments for quantile)param)requestr   r   r   interp_method   s   r   c                
   @   s  e Zd Zejdeeej	
ddgeej	
ddgdeddgd	d
geeg dddedgd	d
g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$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zejd/g d0d1d2 Zejd3d4dd	d4gd	dggd5d6 Zd7d8 Zd9d: Zd;d< Zd=d> Z d?d@ Z!dAdB Z"dCdD Z#dEdF Z$dGdH Z%dIdJ Z&dKdL Z'dMS )NTestDataFrameQuantilezdf,expected            )r   r         ?      @      ?name)g        N      ?       @Sparse[float]dtyper!   c                 C   s"   |  }|d}t|| d S )Nr#   )quantileastypetmassert_series_equal)selfdfexpectedresultr   r   r   test_quantile_sparse   s   
z*TestDataFrameQuantile.test_quantile_sparsec           	         s  |\}}|  j ddd||d}t fdd jD  jdd}|dkr+t|| nt|j|j |tj	j
|d	d
 |j|jksFJ  j ddd||d}t fdd jD  jdd}|dkrlt|| d S t|j|j |tj	j
|d	d
 |j|jksJ d S )N皙?r   Taxisnumeric_onlyinterpolationmethodc                    s   g | ]
}t  | d qS )
   )np
percentile).0colr+   r   r   
<listcomp>9   s    z7TestDataFrameQuantile.test_quantile.<locals>.<listcomp>indexr    r   z%Name set incorrectly for arraymanagerreason?r   c                    s   g | ]}t  j| d qS )Z   )r6   r7   loc)r8   dater:   r   r   r;   M   s    )r&   r   columnsr(   r)   Zassert_index_equalr=   applymarkerpytestmarkxfailr    )	r*   datetime_framer   using_array_managerr   r3   r4   r-   r,   r   r:   r   test_quantile0   sH   

z#TestDataFrameQuantile.test_quantilec                 C   sJ   |\}}t g g djddd||d}t|d r!t|d s#J d S )Nr   yr/   r   Tr0   r   rM   )r   r&   r6   isnan)r*   r   r3   r4   qr   r   r   
test_empty]   s
   
$z TestDataFrameQuantile.test_emptyc           	      C   s   |\}}t g dg dd}|jdd||d}|jddd}|dkr-|d tj}|d	kr=|r=|tj	j
d
d t|| d S )N)ArQ   BrR   )r   r   r   r   )Zcol1Zcol2r   Tr2   r3   r4   r2   r   r	   Axis name incorrectly set.r>   )r   r&   Zmedianrenamer'   r6   int64rE   rF   rG   rH   r(   r)   )	r*   r   r   rJ   r3   r4   r+   rsZxpr   r   r   test_non_numeric_exclusiond   s   z0TestDataFrameQuantile.test_non_numeric_exclusionc           	      C   s$  |\}}t g dg ddg dd}|jdd||d}tg dg ddd	}|d
kr1|tj}|dkrA|rA|tjj	dd t
|| |jddgd||d}t ddgddgddgdddgd}|d
kr|jdd d f  d8  < |jdd d f  d7  < |tj}t
j||dd d S )Nr   r   r   r   r   r   rQ   rR   r=   r   r   r1   r3   r4   r         @r   r<   r   r	   rU   r>         ?r   g      ?r`   g      @r   g      @r         ?T)Zcheck_index_type)r   r&   r   r'   r6   rW   rE   rF   rG   rH   r(   r)   ilocassert_frame_equal	r*   r   r   rJ   r3   r4   r+   r-   r,   r   r   r   	test_axisq   s(   zTestDataFrameQuantile.test_axisc           	      C   s   |\}}t g dg dg}|jddd||d}tddgd	dgdd
}|dkr-|tj}|dkr=|r=|tjj	dd t
|| d S )NrZ   )abr   r   r   Tr0         @      @r   r<   r   r	   rU   r>   )r   r&   r   r'   r6   rW   rE   rF   rG   rH   r(   r)   re   r   r   r   test_axis_numeric_only_true   s   
z1TestDataFrameQuantile.test_axis_numeric_only_truec                 C   sx   |\}}t jdddd}t|}t|}|jd||d}	tdgdd	d
}
|dkr4|r4|tjjdd t	
|	|
 d S )N
2016-01-01r   
US/PacificperiodstzFrS   z2016-01-02 00:00:00r   datetime64[ns, US/Pacific])r    r%   r	   rU   r>   )pd
date_ranger   r   r&   rE   rF   rG   rH   r(   r)   )r*   r   r   rJ   r3   r4   dtiserr+   r-   r,   r   r   r   test_quantile_date_range   s   z.TestDataFrameQuantile.test_quantile_date_rangec           
      C   s   |\}}t g dg dtjdddg dd}|jdd	d
||d}tg ddd}|dkr2|d8 }|dkrB|rB|tjjdd t	
|| d}	tjt|	d |jdd	dd W d    d S 1 sew   Y  d S )NrZ   r"   ri   rj   Z20130101r   ro   )foobarZbaz)rQ   rR   CDr   r   Tr0   r_   r   r   r	   rU   r>   z>'<' not supported between instances of 'Timestamp' and 'float'matchFr1   r2   )r   rr   rs   r&   r   rE   rF   rG   rH   r(   r)   raises	TypeError
r*   r   r   rJ   r3   r4   r+   r-   r,   msgr   r   r   test_quantile_axis_mixed   s*   
"z.TestDataFrameQuantile.test_quantile_axis_mixedc           
      C   s  |\}}|dkr|r| tjjdd tg dg ddg dd}|jdd	||d
}tddgddgdd}|dkrA|tj	}t
|| |jdd||d
}|dkrZ|tj	}t
|| |jdd||d
}tg dg ddd}|dkr~|tj	}t
|| |jdd||d
}t
|| d}	tjt|	d |jdd||d
 W d    n1 sw   Y  d}	tjt|	d |jddd W d    d S 1 sw   Y  d S )Nr	   rU   r>   rZ   r[   r\   r]   r   r   r^   r"   ri   rQ   rR   r<   r   r=   r   r_   rD   z*No axis named -1 for object type DataFramer}   r/   z.No axis named column for object type DataFramecolumnr1   )rE   rF   rG   rH   r   r&   r   r'   r6   rW   r(   r)   r   
ValueErrorr   r   r   r   test_quantile_axis_parameter   s@   "z2TestDataFrameQuantile.test_quantile_axis_parameterc                 C   s  t g dg ddg dd}|jdddd}tg dg ddd	}t|| tjtg dg dgdd
dd}t|g dddd}t|| t g dg ddg dd}|jdddd}tg dg ddd	}t|| tjtg dg dgdd
dd}t|g dddd}t|| |jddgddd}t ddgddgddgdddgd}t|| t g g d}|jdd
dd}t	|d rt	|d sJ t g dg dg dgg dd}|jd dgd!d"}t g d#g d$gd dgg dd%}t|| d S )&NrZ   r[   r\   r]   r   r   r   r1   r3   r<   r   )r1   r4   rW   r=   r    r%   r!   r"   ri   rw   float64ra   lowerr!   r"   ri   rL   r/   Zhigherr   rM   r   r   r   r   r   r   r   r   r   rg   rh   crD   rb   Zmidpoint)r3   r   r   r   r"   r"   r"   r=   rD   )
r   r&   r   r(   r)   r6   r7   arrayrd   rN   )r*   r+   r-   r,   exprO   r   r   r   test_quantile_interpolation   sP    "z1TestDataFrameQuantile.test_quantile_interpolationc                 C   s6   |}|j ddddd}|d t|d dksJ d S )Nr/   r   Tr   )r1   r2   r3   rQ   r5   )r&   r6   r7   )r*   rI   r+   rO   r   r   r   $test_quantile_interpolation_datetime&  s    z:TestDataFrameQuantile.test_quantile_interpolation_datetimec                 C   sf   |}| d}|d t|d dksJ |j dddd}|d t|d dks+J t|| d S )Nr/   rQ   r5   r   r   r   )r&   r6   r7   r(   r)   )r*   Z	int_framer+   rO   q1r   r   r   test_quantile_interpolation_int.  s   
z5TestDataFrameQuantile.test_quantile_interpolation_intc           	      C   s   |\}}t g dg dg dgg dd}|jddg||d}t g d	g d
gddgg dd}|dkr:|tj}|dkrJ|rJ|tjjdd t	
|| d S )Nr   r   r   r   r   rb   r   r3   r4   r   r   r   r   r	   rU   r>   r   r&   r'   r6   rW   rE   rF   rG   rH   r(   rd   re   r   r   r   test_quantile_multi;  s   "z)TestDataFrameQuantile.test_quantile_multic           	      C   s   |\}}t g dg dg dgg dd}|jddgd||d	}t g d
gd ddgg dd}|dkr:|tj}|dkrJ|rJ|tjjdd t	
|| d S )Nr   r   r   r   r   rb   r   r   r^   r   r   )r   r   r   r   r   r	   rU   r>   r   re   r   r   r   test_quantile_multi_axis_1J  s   "z0TestDataFrameQuantile.test_quantile_multi_axis_1c                 C   s^   |\}}t g g djddgd||d}t tjtjgtjtjgdddgd}t|| d S )NrL   r/   r@   r   r^   r]   )r   r&   r6   nanr(   rd   )r*   r   r3   r4   r-   r,   r   r   r   test_quantile_multi_emptyY  s   z/TestDataFrameQuantile.test_quantile_multi_emptyc                 C   s  t ddg|}t|ddgd}|jddd}td	gd
gdd}t|| |jddd}ttdd	gdd
gdd}t|| |jdgdd}ttd|d	ddgd}t	|| t ddg||d< |ddg jdddd}ttdtdgddgdd| dd}t|| |ddg jdgddd}ttdtdggdgddgd| dd}t	|| |ddg jddd}tg g t
jdd}t|| |ddg jdgdd}tdgg d}t	|| d S )N20102011r      rg   rh   r   TrT   r`   rh   r<   Fz2010-07-02 12:00:00rg   r]   2012r   r   r   z2011-07-02 12:00:00M8[]r   r=   rD   r%   r=   r%   r    r   )rr   to_datetimeZas_unitr   r&   r   r(   r)   r   rd   r6   r   )r*   unitrt   r+   r-   r,   r   r   r   test_quantile_datetimec  sN   

z,TestDataFrameQuantile.test_quantile_datetimer%   )datetime64[ns]rq   ztimedelta64[ns]z	Period[D]c                 C   s|   |\}}t ddg|d}|jddd||d}tg g d|d}t|| |jdgdd||d}t dgg d	}t|| d S )
Nrg   rh   rD   r%   r   r   Fr0   r   r   )r   r&   r   r(   r)   rd   )r*   r%   r   r3   r4   r+   resr,   r   r   r   test_quantile_dt64_empty  s    
z.TestDataFrameQuantile.test_quantile_dt64_emptyinvalidr   c                 C   sP   d}|\}}t jt|d |j|||d W d    d S 1 s!w   Y  d S )Nz2percentiles should all be in the interval \[0, 1\]r}   r   )rF   r   r   r&   )r*   r   rI   r   r   r3   r4   r   r   r   test_quantile_invalid  s
   "z+TestDataFrameQuantile.test_quantile_invalidc           	      C   s  |\}}|dkr|r| tjjdd ttdtdtdgtdddtdddtdddgtd	td
tdgd}|jdd||d}t	tdtdddtd
gdg dd}t
|| |jdgd||d}ttdtdddtd
ggdgg dd}t
|| d S )Nr	   rU   r>   
2011-01-01
2011-01-02
2011-01-03
US/Easternrp   1 days2 days3 daysrQ   rR   r{   r   FrS   r    r=   r   )rE   rF   rG   rH   r   r   rr   	Timedeltar&   r   r(   r)   rd   	r*   r   r   rJ   r3   r4   r+   r   r   r   r   r   test_quantile_box  sV   



	

z'TestDataFrameQuantile.test_quantile_boxc                 C   s  t tdtjtdtdgtdtdtjtdgtdddtjtdddtdddgtdddtdddtjtdddgtdtdtdtjgtjtdtdtdgd	td
d}|jddd}ttdtdtdddtdddtdtdgdtd
d}t	|| |jdgdd}t tdtdtdddtdddtdtdggdgtd
d}t
|| d S )Nr   r   r   r   r   r   r   r   )rQ   rg   rR   rh   r{   r   ZAaBbCcr   r   FrT   r   r   )r   r   rr   NaTr   listr&   r   r(   r)   rd   )r*   r+   r   r   r   r   r   test_quantile_box_nat  sz   





&*




z+TestDataFrameQuantile.test_quantile_box_natc           	      C   s  |\}}|dkr|r| tjjdd ttddtddd}tj|jd< |j	d||d	}t
d
|dkr9dnd
gddgdd}t|| |j	ddg||d	}td
dg|dkr^ddgnd
dgdddgd}t|| |j	dd||d}t
tdddd}t|| |j	ddgd||d}ttddgd ddgd}|dkrtj|jd< t|| tj|d< |j	d||d	}t
d
tjgddgdd}t|| |j	ddg||d	}td
dgtjtjgdddgd}t|| d S )Nr	   rU   r>   r   g      @r   )r   r   r   r   ri   r   r`   rg   rh   r<   ra   rj   g      
@r]   r^   r!   r   r   r   )r   r   )rE   rF   rG   rH   r   r6   aranger   rc   r&   r   r(   r)   rd   r   r   r   r   test_quantile_nanA  sF   
"z'TestDataFrameQuantile.test_quantile_nanc           
      C   s  |\}}|dkr|r| tjjdd tdtjtjtjgid| dd}|jdd	||d
}ttjgdgdd| dd}	t	
||	 |jdgd	||d
}tdtjgidgd| dd}	t	||	 ttdtdtdgtjtjtjgdd| dd}|jdd	||d
}ttdtjgddgdd| dd}	t	
||	 |jdgd	||d
}ttdtjggdgddgd| dd}	t	||	 d S )Nr	   rU   r>   rg   r   r   r$   r   FrS   r   )r=   r%   z
2012-01-01z
2012-01-02z
2012-01-03r   rh   r   )rE   rF   rG   rH   r   rr   r   r&   r   r(   r)   rd   r   )
r*   r   r   rJ   r   r3   r4   r+   r   r   r   r   r   test_quantile_natp  sV   $
 



z'TestDataFrameQuantile.test_quantile_natc                 C   s   |\}}t ddgdd}|jd||d}ttjtjgddgdd}t|| |jdg||d}t tjtjggddgdgd}t|| |jdd	||d
}tg g ddd}t|| |jdgd	||d
}t g dgd}t|| d S )Nrg   rh   r   r   r   r   r<   )rD   r=   r   r^   r   )r   r&   r   r6   r   r(   r)   rd   r*   r   r3   r4   r+   r   r   r   r   r   "test_quantile_empty_no_rows_floats  s   z8TestDataFrameQuantile.test_quantile_empty_no_rows_floatsc                 C   sR   |\}}t ddgdd}|jd||d}ttjtjgddgdd}t|| d S )Nrg   rh   rW   r   r   r   r<   )r   r&   r   r6   r   r(   r)   r   r   r   r    test_quantile_empty_no_rows_ints  s
   z6TestDataFrameQuantile.test_quantile_empty_no_rows_intsc                 C   s  |\}}t ddgdd}|jdd||d}ttjtjgddgddd}t|| |d jd	|d< |jdd||d}|	t
}|d
krfd}tjt|d |jtjdd}W d    n1 saw   Y  t|| |d jd	|d< |jdd||d}|	|d j}t|| d S )Nrg   rh   r   r   r   FrS   r   z
US/Centralr   z.The 'downcast' keyword in fillna is deprecatedr}   )Zdowncast)r   r&   r   rr   r   r(   r)   dtZtz_localizer'   objectZassert_produces_warningFutureWarningZfillnar6   r   r%   )r*   r   r3   r4   r+   r   r   r   r   r   r    test_quantile_empty_no_rows_dt64  s4   
z6TestDataFrameQuantile.test_quantile_empty_no_rows_dt64c                 C   s   |\}}t tjddd}d|j_|jdd||d}tg g dtjd}d|j	_t
|| |jdgd||d}t g dgg d	}d|j_t
|| d S )
Nz1/1/18r   rx   zcaptain tightpantsr   TrS   r   r   )r   rr   rs   rD   r    r&   r   r6   r   r=   r(   r)   rd   )r*   r   r3   r4   r+   r-   r,   r   r   r   test_quantile_empty_no_columns  s   
z4TestDataFrameQuantile.test_quantile_empty_no_columnsc                 C   s   |\}}t tjddg dd}|d d |d< |d }|s+t|jjdks+J |jd||d |rRd	|j	d
< |j	d |d d
 ksGJ |j	d d	ksPJ d S d	|j
d
< |j	d |d d
 ksdJ |j	d d	ksmJ d S )Nr   )r   r   r   r   rQ   r|   FrS   c   r   )r   r   )r   r6   randomdefault_rngZstandard_normallenZ_mgrblocksr&   rc   values)r*   rJ   r   Zusing_copy_on_writer3   r4   r+   ru   r   r   r   test_quantile_item_cache  s    

z.TestDataFrameQuantile.test_quantile_item_cachec                 C   sJ   t jtdd ttdjddd W d    d S 1 sw   Y  d S )NzInvalid method: foor}   r   r   ry   )r4   rF   r   r   r   ranger&   r*   r   r   r   test_invalid_method  s   "z)TestDataFrameQuantile.test_invalid_methodc                 C   sL   t jtdd ttdjdddd W d    d S 1 sw   Y  d S )NzInvalid interpolation: foor}   r   r   r	   ry   )r4   r3   r   r   r   r   r    test_table_invalid_interpolation  s   "z6TestDataFrameQuantile.test_table_invalid_interpolationN)(__name__
__module____qualname__rF   rG   parametrizer   r   rr   ZarraysZSparseArrayr.   rK   rP   rY   rf   rk   rv   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      sb    

-(9
5
	
7L/6"r   c                
   @   s  e Zd Zejejeje	dej
jdddejddddejddd	d
ejdddejedddejedddgdd ddd Zejdd Zdd Zdd Zdd Zdd Zdd  Zej
d!d"g g d#gd$g g d#gd"ejejgd%d&gd'gd$ejejgd%d&gd'ggd(d) Zej
d*d+g g d#d+gd+ejejgd%d&gd'd+ggd,d- Zej
d.ejejge	d/d#gg g d'ggd0d1 Zd2S )3TestQuantileExtensionDtyper5   z#raises when trying to add Intervalsr>   )Zmarksrl   	   r|   )ro   freqrm   rn   z1 Dayrx   Int64r$   Float64c                 C   s
   t | jS )N)strr%   r   r   r   r   r   )  r   z#TestQuantileExtensionDtype.<lambda>r   c                 C   s   |j }d|_|S NrQ   )r   r    )r*   r   idxr   r   r   r=     s   z TestQuantileExtensionDtype.indexc                 C   s*   ||  }|tu rd|_|S dg|_|S r   )copyr   r    rD   )r*   r=   Zframe_or_seriesobjr   r   r   r   1  s   zTestQuantileExtensionDtype.objc                 C   s*   t |tr||}|S |j|dd}|S )NFrT   )
isinstancer   r&   )r*   r   qsr-   r   r   r   compute_quantile<  s
   

z+TestQuantileExtensionDtype.compute_quantilec           	      C   s   t jt|t jd}t jd| |j| }g d}| ||}|j	}|j	dkr,d}t
|d |d |d g||d	d
}t||}t|| d S )Nr$   r   r   r   r   r   r   r   r   r   rQ   r%   r=   r    )r6   r   r   intpr   r   shufflerc   r   r%   r   typer(   assert_equal	r*   r   r   r=   indexerr   r-   Z	exp_dtyper,   r   r   r   test_quantile_eaC  s   

z+TestQuantileExtensionDtype.test_quantile_eac                 C   s   |j |jd< |j |jd< tjt|tjd}tjd| |j| }g d}| 	||}t
|d |d |d g|j|d	d
}t||}t|| d S )Nr   r   r$   r   r   r   r   rQ   r   )	_na_valuerc   r6   r   r   r   r   r   r   r   r   r%   r   r(   r   )r*   r   r=   r   r   r-   r,   r   r   r   test_quantile_ea_with_naY  s   
z3TestQuantileExtensionDtype.test_quantile_ea_with_nac                 C   s   |j |jd d < t|j|jksJ tjt|tjd}tj	
d| |j| }g d}| ||}|jg dd|j d}t||dd}t||}t|| d S )	Nr$   r   r   )r   r   r   T)Z
allow_fillZ
fill_valuerQ   r<   )r   rc   r6   allZdtypesr%   r   r   r   r   r   r   r   Ztaker   r   r(   r   )r*   r   r   r=   r   r   r-   r,   r   r   r   test_quantile_ea_all_nal  s   
z2TestQuantileExtensionDtype.test_quantile_ea_all_nac           	      C   s   t jt|t jd}t jd| |j| }d}| ||}|j	}|j	dkr*d}t
d|d i|dd}t|t
rF|d }||ksDJ d S t|| d S )	Nr$   r   r   r   r   rQ   r   )r%   r    )r6   r   r   r   r   r   r   rc   r   r%   r   r   r(   r)   r   r   r   r   test_quantile_ea_scalar~  s   


z2TestQuantileExtensionDtype.test_quantile_ea_scalarz*dtype, expected_data, expected_index, axisr   r   rW   rg   rh   r   c                 C   sB   t ddg|d}|jd|d}t|dt|dd}t|| d S )Nrg   rh   r   r   r   r   r    r=   r%   r   r&   r   r   r(   r)   )r*   r%   expected_dataexpected_indexr1   r+   r-   r,   r   r   r   test_empty_numeric  s   z-TestQuantileExtensionDtype.test_empty_numericz:dtype, expected_data, expected_index, axis, expected_dtyper   c           	      C   sD   t ddg|d}|jd|dd}t|dt||d}t|| d S )Nrg   rh   r   r   Fr   r   r   )	r*   r%   r   r   r1   Zexpected_dtyper+   r-   r,   r   r   r   test_empty_datelike  s   z.TestQuantileExtensionDtype.test_empty_datelikez#expected_data, expected_index, axisr   c                 C   sf   t tddgddgtddgd}|ddg jd	|d
d}t|d	t|tjd}t	|| d S )Nr   r   r   r   r   r   rg   r   r   Tr   r   )
r   rr   r   r&   r   r   r6   r   r(   r)   )r*   r   r   r1   r+   r-   r,   r   r   r   test_datelike_numeric_only  s   	z5TestQuantileExtensionDtype.test_datelike_numeric_onlyN)r   r   r   rF   fixturer   rr   ZIntervalIndexZfrom_breaksr   rG   rH   Zperiod_rangers   Ztimedelta_ranger   r6   r   r=   r   r   r   r   r   r   r   r   r  r   r  r  r   r   r   r   r     sZ    





		
r   )numpyr6   rF   Zpandasrr   r   r   r   r   Zpandas._testingZ_testingr(   r  r   r   r   r   r   r   r   <module>   s"    
      	