o
    $j                     @   s   d dl Zd dlZd dlmZ d dlZd dlmZmZm	Z	m
Z
 d dlmZ ejddgddggdd	 d
dd ZG dd dZG dd dZdS )    N)using_string_dtype)	DataFrameIndexSeries	Timestamplinearsinglenearesttablec                 C   s
   d | S )N-)joinx r   i/var/www/html/Deteccion_Ine/venv/lib/python3.10/site-packages/pandas/tests/frame/methods/test_quantile.py<lambda>      
 r   paramsZidsc                 C   s   | j S )z.(interpolation, method) arguments for quantile)param)requestr   r   r   interp_method   s   r   c                
   @   s  e Zd Zejdeeej	
ddgeej	
ddgdeddgd	d
geeg dddedgd	d
ggdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zd!d" Zd#d$ 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>;   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<   O   s    )r'   r   columnsr)   r*   Zassert_index_equalr>   applymarkerpytestmarkxfailr!   )	r+   datetime_framer   using_array_managerr   r4   r5   r.   r-   r   r;   r   test_quantile2   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   yr0   r   Tr1   r   rN   )r   r'   r7   isnan)r+   r   r4   r5   qr   r   r   
test_empty_   s
   
$z TestDataFrameQuantile.test_emptyc           	      C   s   |\}}t g dg dd}|jdd||d}|jddd}|dkr-|d tj}|d	kr=|r=|tj	j
d
d t|| d S )N)ArR   BrS   )r   r   r   r   )Zcol1Zcol2r   Tr3   r4   r5   r3   r	   r
   Axis name incorrectly set.r?   )r   r'   Zmedianrenamer(   r7   int64rF   rG   rH   rI   r)   r*   )	r+   r   r   rK   r4   r5   r,   rsZxpr   r   r   test_non_numeric_exclusionf   s   z0TestDataFrameQuantile.test_non_numeric_exclusionc           	      C   s$  |\}}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   rR   rS   r>   r   r   r2   r4   r5   r         @r   r=   r	   r
   rV   r?         ?r   g      ?ra   g      @r   g      @r         ?T)Zcheck_index_type)r   r'   r   r(   r7   rX   rF   rG   rH   rI   r)   r*   ilocassert_frame_equal	r+   r   r   rK   r4   r5   r,   r.   r-   r   r   r   	test_axiss   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 )Nr[   )abr   r   r   Tr1         @      @r   r=   r	   r
   rV   r?   )r   r'   r   r(   r7   rX   rF   rG   rH   rI   r)   r*   rf   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tzFrT   z2016-01-02 00:00:00r   datetime64[ns, US/Pacific])r!   r&   r
   rV   r?   )pd
date_ranger   r   r'   rF   rG   rH   rI   r)   r*   )r+   r   r   rK   r4   r5   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 )Nr[   r#   rj   rk   Z20130101r   rp   )foobarZbaz)rR   rS   CDr   r   Tr1   r`   r    r	   r
   rV   r?   z>'<' not supported between instances of 'Timestamp' and 'float'matchFr2   r3   )r   rs   rt   r'   r   rF   rG   rH   rI   r)   r*   raises	TypeError
r+   r   r   rK   r4   r5   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
   rV   r?   r[   r\   r]   r^   r   r   r_   r#   rj   rR   rS   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   r   r'   r   r(   r7   rX   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$gd dgg dd%}t|| d S )&Nr[   r\   r]   r^   r   r   r	   r2   r4   r=   r   )r2   r5   rX   r>   r!   r&   r"   r#   rj   rx   float64rb   lowerr"   r#   rj   rM   r0   Zhigherr   rN   r   r   r   r   r   r   r   r   r   rh   ri   crE   rc   Zmidpoint)r4   r   r   r   r#   r#   r#   r>   rE   )
r   r'   r   r)   r*   r7   r8   arrayre   rO   )r+   r,   r.   r-   exprP   r   r   r   test_quantile_interpolation   sP    "z1TestDataFrameQuantile.test_quantile_interpolationc                 C   s6   |}|j ddddd}|d t|d dksJ d S )Nr0   r   Tr   )r2   r3   r4   rR   r6   )r'   r7   r8   )r+   rJ   r,   rP   r   r   r   $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 )Nr0   rR   r6   r   r   r   )r'   r7   r8   r)   r*   )r+   Z	int_framer,   rP   q1r   r   r   test_quantile_interpolation_int0  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   rc   r   r4   r5   r   r   r   r	   r
   rV   r?   r   r'   r(   r7   rX   rF   rG   rH   rI   r)   re   rf   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   rc   r   r   r_   r   r   )r   r   r   r   r	   r
   rV   r?   r   rf   r   r   r   test_quantile_multi_axis_1L  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 )NrM   r0   rA   r   r_   r^   )r   r'   r7   nanr)   re   )r+   r   r4   r5   r.   r-   r   r   r   test_quantile_multi_empty[  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      rh   ri   r   TrU   ra   ri   r=   Fz2010-07-02 12:00:00rh   r^   2012r   r   r   z2011-07-02 12:00:00M8[]r   r>   rE   r&   r>   r&   r!   r   )rs   to_datetimeZas_unitr   r'   r   r)   r*   r   re   r7   r   )r+   unitru   r,   r.   r-   r   r   r   test_quantile_datetimee  sN   

z,TestDataFrameQuantile.test_quantile_datetimer&   )datetime64[ns]rr   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 )
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   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   )rG   r   r   r'   )r+   r   rJ   r   r   r4   r5   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
   rV   r?   
2011-01-01
2011-01-02
2011-01-03
US/Easternrq   1 days2 days3 daysrR   rS   r|   r   FrT   r!   r>   r   )rF   rG   rH   rI   r   r   rs   	Timedeltar'   r   r)   r*   re   	r+   r   r   rK   r4   r5   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   )rR   rh   rS   ri   r|   r   ZAaBbCcr   r   FrU   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| 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
   rV   r?   r   g      @r   )r   r   r   r   rj   r   ra   rh   ri   r=   rb   rk   g      
@r^   r_   r"   r    r   r	   )r   r   )rF   rG   rH   rI   r   r7   aranger   rd   r'   r   r)   r*   re   r   r   r   r   test_quantile_nanC  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
   rV   r?   rh   r   r   r%   r   FrT   r   )r>   r&   z
2012-01-01z
2012-01-02z
2012-01-03r   ri   r   )rF   rG   rH   rI   r   rs   r   r'   r   r)   r*   re   r   )
r+   r   r   rK   r   r4   r5   r,   r   r   r   r   r   test_quantile_natr  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 )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   rX   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
}|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 )Nrh   ri   r   r   r   FrT   r   z
US/Centralr	   z.The 'downcast' keyword in fillna is deprecatedr~   )Zdowncast)r   r'   r   rs   r   r)   r*   dtZtz_localizer(   objectZassert_produces_warningFutureWarningZfillnar7   r   r&   )r+   r   r4   r5   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   ry   zcaptain tightpantsr   TrT   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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   rR   r}   FrT   c   r   )r   r   )r   r7   randomdefault_rngZstandard_normallenZ_mgrblocksr'   rd   values)r+   rK   r   Zusing_copy_on_writer4   r5   r,   rv   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   rz   )r5   rG   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
   rz   )r5   r4   r   r   r   r   r    test_table_invalid_interpolation  s   "z6TestDataFrameQuantile.test_table_invalid_interpolationN)(__name__
__module____qualname__rG   rH   parametrizer   r   rs   ZarraysZSparseArrayr/   rL   rQ   rZ   rg   rl   rw   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
je d!d"d#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
je d!d"d#ej
d-d.g g d&d.gd.ejejgd(d)gd*d.ggd/d0 Zej
je d!d"d#ej
d1ejejge	d2d&gg g d*ggd3d4 Zd5S )6TestQuantileExtensionDtyper6   z#raises when trying to add Intervalsr?   )Zmarksrm   	   r}   )rp   freqrn   ro   z1 Dayry   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 NrR   )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!   rE   )r+   r>   Zframe_or_seriesobjr   r   r   r   3  s   zTestQuantileExtensionDtype.objc                 C   s*   t |tr||}|S |j|dd}|S )NFrU   )
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   rR   r&   r>   r!   )r7   r   r   intpr   r   shufflerd   r   r&   r   typer)   assert_equal	r+   r   r   r>   indexerr   r.   Z	exp_dtyper-   r   r   r   test_quantile_eaE  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   rR   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   r   test_quantile_ea_with_na[  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_valuerR   r=   )r   rd   r7   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_nan  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   rR   r   )r&   r!   )r7   r   r   r   r   r   r   rd   r   r&   r   r   r)   r*   r   r   r   r   test_quantile_ea_scalar  s   


z2TestQuantileExtensionDtype.test_quantile_ea_scalarzTODO(infer_string)F)r@   strictz*dtype, expected_data, expected_index, axisr   r   rX   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   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   rG   fixturer   rs   ZIntervalIndexZfrom_breaksr   rH   rI   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   r     s`    




		r   )numpyr7   rG   Zpandas._configr   Zpandasrs   r   r   r   r   Zpandas._testingZ_testingr)   r  r   r   r   r   r   r   r   <module>   s$    
      	