U
    _{fˎ                     @   s   d dl Zd dlZd dlmZm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)np_percentile_argnamenp_version_under1p21)	DataFrameIndexSeries	TimestamplinearZsinglenearesttablec                 C   s
   d | S )N-)joinx r   g/var/www/html/Darija-Ai-API/env/lib/python3.8/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ddddg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$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zejd1d2d3d4d5gd6d7 Zejd8d9dd	d9gd	dggd:d; Zd<d= Zd>d? Zd@dA ZdBdC Z dDdE Z!dFdG Z"dHdI Z#dJdK Z$dLdM Z%dNdO Z&dPdQ Z'dS )RTestDataFrameQuantilezdf,expected            )r   r         ?      @      ?nameg        N      ?       @Sparse[float]dtypec                 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rVt|| n8t|j|j |jt	j
j|d	d
 |j|jkst j ddd||d}t fdd jD  jdd}|dkrt|| n:t|j|j |jt	j
j|d	d
 |j|jkst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>>   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   )r7   r8   loc)r9   dater;   r   r   r<   R   s     )r'   r   columnsr)   r*   Zassert_index_equalr>   node
add_markerpytestmarkxfailr!   AssertionError)	r+   datetime_framer   using_array_managerr   r4   r5   r.   r-   r   r;   r   test_quantile5   s\              z#TestDataFrameQuantile.test_quantilec                 C   sJ   |\}}t g g djddd||d}t|d rBt|d sFtd S )Nr   yr0   r   Tr1   r   rP   )r   r'   r7   isnanrK   )r+   r   r4   r5   qr   r   r   
test_emptyb   s        z TestDataFrameQuantile.test_emptyc           	      C   s   |\}}t ddddgddddgd}|jdd	||d
}|jd	dd}|dkrb|d tj}|dkr|r|jt	j
jdd t|| d S )NABr   r   r   r   )Zcol1Zcol2r   Tr3   r4   r5   r3   r	   r
   Axis name incorrectly set.r?   )r   r'   Zmedianrenamer(   r7   int64rF   rG   rH   rI   rJ   r)   r*   )	r+   r   r   rM   r4   r5   r,   rsZxpr   r   r   test_non_numeric_exclusioni   s        z0TestDataFrameQuantile.test_non_numeric_exclusionc           	      C   s2  |\}}t dddgdddgddddgd}|jdd||d}td	d
dgdddgdd}|dkrl|tj}|dkr|r|j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 )Nr   r   r   r   rT   rU   r>   r   r2   r4   r5   r         @r   r=   r	   r
   rX   r?         ?g      ?g      @g      @r   r   r   r         ?T)Zcheck_index_type)r   r'   r   r(   r7   rZ   rF   rG   rH   rI   rJ   r)   r*   ilocassert_frame_equal	r+   r   r   rM   r4   r5   r,   r.   r-   r   r   r   	test_axisx   s4    $    
zTestDataFrameQuantile.test_axisc           	      C   s   |\}}t dddgdddgg}|jddd||d	}td
dgddgdd}|dkr^|tj}|dkr|r|jtj	j
dd t|| d S )Nr   r   r   abr   r   Tr1         @      @r   r=   r	   r
   rX   r?   )r   r'   r   r(   r7   rZ   rF   rG   rH   rI   rJ   r)   r*   rf   r   r   r   test_axis_numeric_only_true   s"        z1TestDataFrameQuantile.test_axis_numeric_only_truec                 C   sz   |\}}t jdddd}t|}t|}|jd||d}	tdgdd	d
}
|dkrj|rj|jtjj	dd t
|	|
 d S )N
2016-01-01r   
US/PacificperiodstzFrV   z2016-01-02 00:00:00r   datetime64[ns, US/Pacific])r!   r&   r
   rX   r?   )pd
date_ranger   r   r'   rF   rG   rH   rI   rJ   r)   r*   )r+   r   r   rM   r4   r5   Zdtiserr,   r.   r-   r   r   r   test_quantile_date_range   s&        z.TestDataFrameQuantile.test_quantile_date_rangec           
   	   C   s   |\}}t dddgdddgtjdddd	d
dgd}|jddd||d}tdddgdd}|dkrl|d8 }|dkr|r|jtjj	dd t
|| d}	tjt|	d |jdddd W 5 Q R X d S )Nr   r   r   r#   rj   rk   Z20130101rp   foobarZbaz)rT   rU   CDr   Tr1   r   r`   r   r    r	   r
   rX   r?   z>'<' not supported between instances of 'Timestamp' and 'float'matchFr2   r3   )r   rs   rt   r'   r   rF   rG   rH   rI   rJ   r)   r*   raises	TypeError
r+   r   r   rM   r4   r5   r,   r.   r-   msgr   r   r   test_quantile_axis_mixed   s4        z.TestDataFrameQuantile.test_quantile_axis_mixedc           
   	   C   s  |\}}|dkr*|r*|j tjjdd tdddgdddgddddgd	}|jd
d||d}tddgddgd
d}|dkr|t	j
}t|| |jd
d||d}|dkr|t	j
}t|| |jd
d||d}tdddgdddgd
d}|dkr
|t	j
}t|| |jd
d||d}t|| d}	tjt|	d |jdd||d W 5 Q R X d}	tjt|	d |jddd W 5 Q R X d S )Nr
   rX   r?   r   r   r   r   r]   r^   r   r   r_   r#   rj   rT   rU   r=   r	   r>   r   r`   r   rE   z*No axis named -1 for object type DataFramer|   r0   z.No axis named column for object type DataFramecolumnr2   )rF   rG   rH   rI   rJ   r   r'   r   r(   r7   rZ   r)   r*   r   
ValueErrorr   r   r   r   test_quantile_axis_parameter   sL    $   
   z2TestDataFrameQuantile.test_quantile_axis_parameterc                 C   sV  t dddgdddgddddgd}|jdddd	}tdddgdddgdd
}t|| tjtdddgdddggdfdditdi}t|dddgddd}t|| t dddgdddgddddgd}|jdddd	}tdddgdddgdd
}t|| tjtdddgdddggdfdditdi}t|dddgddd}t|| |jddgddd	}t ddgddgddgdddgd}t	|| t g g d}|jdddd	}t
|d rt
|d stt dddgdddgdddggdddgd}|jd dgd!d"}t d#d#d#gdddggd dgdddgd$}t	|| d S )%Nr   r   r   r   r]   r^   r   r	   r2   r4   r=   r2   r   rZ   r>   r!   r&   r"   r#   rj   rk   float64ra   lowerrb   rO   r0   Zhigherr   rP   rh   ri   crE   rc   Zmidpoint)r4   r   r>   rE   )r   r'   r   r)   r*   r7   r8   arrayr   re   rQ   rK   )r+   r,   r.   r-   exprR   r   r   r   test_quantile_interpolation   sZ    $$ $*z1TestDataFrameQuantile.test_quantile_interpolationc                 C   s6   |}|j ddddd}|d t|d dks2td S )Nr0   r   Tr   )r2   r3   r4   rT   r6   )r'   r7   r8   rK   )r+   rL   r,   rR   r   r   r   $test_quantile_interpolation_datetime7  s    z:TestDataFrameQuantile.test_quantile_interpolation_datetimec                 C   sf   |}| d}|d t|d dks*t|j dddd}|d t|d dksVtt|| d S )Nr0   rT   r6   r   r   r   )r'   r7   r8   rK   r)   r*   )r+   Z	int_framer,   rR   q1r   r   r   test_quantile_interpolation_int?  s    
z5TestDataFrameQuantile.test_quantile_interpolation_intc           	      C   s   |\}}t dddgdddgdddggdddgd}|jdd	g||d
}t dddgdddggdd	gdddgd}|dkr|tj}|dkr|r|jtjj	dd t
|| d S )Nr   r   r   rh   ri   r   r   rc   r   r4   r5   r   r#   r   r	   r
   rX   r?   r   r'   r(   r7   rZ   rF   rG   rH   rI   rJ   r)   re   rf   r   r   r   test_quantile_multiL  s    *z)TestDataFrameQuantile.test_quantile_multic           	      C   s   |\}}t dddgdddgdddggdddgd}|jdd	gd||d
}t dddggd dd	gdddgd}|dkr|tj}|dkr|r|jtjj	dd t
|| d S )Nr   r   r   rh   ri   r   r   rc   r   r_   r"   r#   rj   r   r   r	   r
   rX   r?   r   rf   r   r   r   test_quantile_multi_axis_1]  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 )NrO   r0   rA   r   r_   r^   )r   r'   r7   nanr)   re   )r+   r   r4   r5   r.   r-   r   r   r   test_quantile_multi_emptyn  s        z/TestDataFrameQuantile.test_quantile_multi_emptyc                 C   s  t tddg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	ggdg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}t|| |ddg jdgddd}t tdtdggdgddg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      rh   ri   r   TrW   r`   ri   r=   Fz2010-07-02 12:00:00rh   r   2012r   r   r~   z2011-07-02 12:00:00r>   r&   r!   )r   rs   to_datetimer'   r   r)   r*   r   re   r7   r   )r+   r,   r.   r-   r   r   r   test_quantile_datetimex  sN    
    z,TestDataFrameQuantile.test_quantile_datetimer&   datetime64[ns]rr   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 )
Nrh   ri   rE   r&   r   r   Fr1   r   r   )r   r'   r   r)   r*   re   )r+   r&   r   r4   r5   r,   resr-   r   r   r   test_quantile_dt64_empty  s(        z.TestDataFrameQuantile.test_quantile_dt64_emptyinvalidr   c              	   C   s:   d}|\}}t jt|d |j|||d W 5 Q R X d S )Nz2percentiles should all be in the interval \[0, 1\]r|   r   )rH   r   r   r'   )r+   r   rL   r   r   r4   r5   r   r   r   test_quantile_invalid  s    z+TestDataFrameQuantile.test_quantile_invalidc           	      C   s   |\}}|dkr*|r*|j 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dddgd}t|| |j	dgd||d}ttdtdddtd
ggdgdddgd}t|| d S )Nr
   rX   r?   
2011-01-01
2011-01-02
2011-01-03
US/Easternrq   1 days2 days3 days)rT   rU   rz   r   FrV   rT   rU   rz   r!   r>   r   )rF   rG   rH   rI   rJ   r   r   rs   	Timedeltar'   r   r)   r*   re   	r+   r   r   rM   r4   r5   r,   r   r   r   r   r   test_quantile_box  sf    


   
	   
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   )rT   rh   rU   ri   rz   r   ZAaBbCcr   r   FrW   r   r   )r   r   rs   NaTr   listr'   r   r)   r*   re   )r+   r,   r   r   r   r   r   test_quantile_box_nat  sz    





&*




z+TestDataFrameQuantile.test_quantile_box_natc           	      C   s  |\}}|dkr*|r*|j tjjdd ttddtddd}tj|j	d< |j
d||d	}td
|dkrtdnd
gddgdd}t|| |j
ddg||d	}td
dg|dkrd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r\t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
   rX   r?   r   g      @r   )r   r   r   r   rj   r   r`   rh   ri   r=   ra   rk   g      
@r^   r_   r"   r    r   r	   )r   r   )rF   rG   rH   rI   rJ   r   r7   aranger   rd   r'   r   r)   r*   re   r   r   r   r   test_quantile_nanT  sT         

"z'TestDataFrameQuantile.test_quantile_nanc           	      C   sT  |\}}|dkr*|r*|j tjjdd tdtjtjtjgi}|jdd||d}t	tjgdgdd}t
|| |jdgd||d}tdtjgidgd	}t
|| ttd
tdtdgtjtjtjgd}|jdd||d}t	tdtjgddgdd}t
|| |jdgd||d}ttdtjggdgddgd}t
|| d S )Nr
   rX   r?   rh   r   FrV   r=   r^   z
2012-01-01z
2012-01-02z
2012-01-03r   ri   r   )rF   rG   rH   rI   rJ   r   rs   r   r'   r   r)   r*   re   r   r   r   r   r   test_quantile_nat  sd                  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 )Nrh   ri   r   r   r   r   r=   )rE   r>   r   r_   r   )r   r'   r   r7   r   r)   r*   re   r+   r   r4   r5   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 )Nrh   ri   rZ   r   r   r   r=   )r   r'   r   r7   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
}t|| |d jd	|d< |jdd||d}|	|d j}t|| d S )
Nrh   ri   r   r   r   FrV   r   z
US/Central)r   r'   r   rs   r   r)   r*   dtZtz_localizer(   objectr&   r   r   r   r    test_quantile_empty_no_rows_dt64  sB       
      
   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   rw   zcaptain tightpantsr   TrV   r   r   )r   rs   rt   rE   r!   r'   r   r7   r   r>   r)   r*   re   )r+   r   r4   r5   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dddgd}|d d |d< |d }|sTt|jjdksTt|jd	||d
 |rd|j	d< |j	d |d d kst|j	d dkstn6d|j
d< |j	d |d d kst|j	d dkstd S )Nr   r   rT   rU   rz   r   r   r{   FrV   c   r   )r   r   )r   r7   randomZrandnlenZ_mgrblocksrK   r'   rd   values)r+   rM   r   Zusing_copy_on_writer4   r5   r,   ru   r   r   r   test_quantile_item_cache  s    

z.TestDataFrameQuantile.test_quantile_item_cachec              	   C   s4   t jtdd ttdjddd W 5 Q R X d S )NzInvalid method: foor|   r   r   rx   )r5   rH   r   r   r   ranger'   r+   r   r   r   test_invalid_method  s    z)TestDataFrameQuantile.test_invalid_methodc              	   C   s6   t jtdd ttdjdddd W 5 Q R X d S )NzInvalid interpolation: foor|   r   r   r
   rx   )r5   r4   r   r   r   r   r    test_table_invalid_interpolation  s    z6TestDataFrameQuantile.test_table_invalid_interpolation)(__name__
__module____qualname__rH   rI   parametrizer   r   rs   ZarraysZSparseArrayr/   rN   rS   r\   rg   rl   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      sh   

-*9
1	

9L1/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TestQuantileExtensionDtyper6   z#raises when trying to add Intervalsr?   )Zmarksrm   	   r{   )rp   freqrn   ro   z1 Dayrw   Int64r%   Float64c                 C   s
   t | jS )N)strr&   r   r   r   r   r   0  r   z#TestQuantileExtensionDtype.<lambda>r   c                 C   s   |j }d|_|S NrT   )r   r!   )r+   r   idxr   r   r   r>   $  s    z TestQuantileExtensionDtype.indexc                 C   s(   ||  }|tkrd|_ndg|_|S r   )copyr   r!   rE   )r+   r>   Zframe_or_seriesobjr   r   r   r   8  s
    zTestQuantileExtensionDtype.objc                 C   s(   t |tr||}n|j|dd}|S )NFrW   )
isinstancer   r'   )r+   r   qsr.   r   r   r   compute_quantileC  s    
z+TestQuantileExtensionDtype.compute_quantilec                 C   s   t jt|t jd}t j| |j| }dddg}| ||}trn|j	dkrnd}t
jj|td}|j| |j	}	|j	dkrd	}	t|d
 |d |d g|	|dd}
t||
}
t||
 d S )Nr%   r   r   r   r   Cfailed on Numpy 1.20.3; TypeError: data type 'Int64' not understoodr@   r   r   r   r   r   rT   r&   r>   r!   )r7   r   r   intpr   shufflerd   r   r   r&   rH   rI   rJ   r   rF   rG   r   typer)   assert_equalr+   r   r   r>   indexerr   r.   r   rI   Z	exp_dtyper-   r   r   r   test_quantile_eaJ  s(    


   z+TestQuantileExtensionDtype.test_quantile_eac                 C   s   |j |jd< |j |jd< tjt|tjd}tj| |j| }dddg}| ||}t	|d |d |d g|j
|dd	}t||}t|| d S )
Nr   r   r%   r   r   r   rT   r   )	_na_valuerd   r7   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_nae  s    

   z3TestQuantileExtensionDtype.test_quantile_ea_with_nac                 C   s   |j |jd d < t|j|jks&ttjt|tj	d}tj
| |j| }dddg}| ||}|jdddgd|j d}t||dd	}t||}t|| d S )
Nr%   r   r   r   r   T)Z
allow_fillZ
fill_valuerT   r=   )r   rd   r7   allZdtypesr&   rK   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_nax  s    

z2TestQuantileExtensionDtype.test_quantile_ea_all_nac                 C   s   t jt|t jd}t j| |j| }d}| ||}trh|j	dkrhd}t
jj|td}|j| |j	}	|j	dkr|d}	td|d	 i|	dd
}
t|tr|
d }
||
kstnt||
 d S )Nr%   r   r   r   r   r   r   rT   r   )r&   r!   )r7   r   r   r   r   r   rd   r   r   r&   rH   rI   rJ   r   rF   rG   r   r   rK   r)   r*   r   r   r   r   test_quantile_ea_scalar  s"    


z2TestQuantileExtensionDtype.test_quantile_ea_scalarz*dtype, expected_data, expected_index, axisr   r   rZ   rh   ri   r   c                 C   sB   t ddg|d}|jd|d}t|dt|dd}t|| d S )Nrh   ri   r   r   r   r   r!   r>   r&   r   r'   r   r   r)   r*   )r+   r&   expected_dataexpected_indexr2   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 )Nrh   ri   r   r   Fr~   r   r   )	r+   r&   r   r   r2   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   )rh   ri   r   rh   r   r   Tr~   r   )
r   rs   r   r'   r   r   r7   r   r)   r*   )r+   r   r   r2   r,   r.   r-   r   r   r   test_datelike_numeric_only  s    	   z5TestQuantileExtensionDtype.test_datelike_numeric_onlyN)r   r   r   rH   fixturer   rs   ZIntervalIndexZfrom_breaksr   rI   rJ   Zperiod_rangert   Ztimedelta_ranger   r7   r   r>   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r      sX   




	
	
r   )numpyr7   rH   Zpandas.compat.numpyr   r   Zpandasrs   r   r   r   r   Zpandas._testingZ_testingr)   r   r   r   r   r   r   r   r   <module>   s$    
      