o
    _~#g                     @   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/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/env/lib/python3.10/site-packages/pandas/tests/frame/methods/test_quantile.py<lambda>      
 r   params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$   )quantileastypetmassert_series_equal)selfdfexpectedresultr   r   r   test_quantile_sparse   s   
z*TestDataFrameQuantile.test_quantile_sparsec           	         s  |\}}|  j ddd||d}t fdd jD  jdd}|dkr+t|| nt|j|j |tj	j
|d	d
 |j|jksFJ  j ddd||d}t fdd jD  jdd}|dkrlt|| d S t|j|j |tj	j
|d	d
 |j|jksJ d S )N皙?r   Taxisnumeric_onlyinterpolationmethodc                    s   g | ]
}t  | d qS )
   )np
percentile).0colr,   r   r   
<listcomp>9   s    z7TestDataFrameQuantile.test_quantile.<locals>.<listcomp>indexr!   r   z%Name set incorrectly for arraymanagerreason?r   c                    s   g | ]}t  j| d qS )Z   )r7   r8   loc)r9   dater;   r   r   r<   M   s    )r'   r   columnsr)   r*   assert_index_equalr>   applymarkerpytestmarkxfailr!   )	r+   datetime_framer   using_array_managerr   r4   r5   r.   r-   r   r;   r   test_quantile0   sH   

z#TestDataFrameQuantile.test_quantilec                 C   sJ   |\}}t g g djddd||d}t|d r!t|d s#J d S )Nr   yr0   r   Tr1   r   rO   )r   r'   r7   isnan)r+   r   r4   r5   qr   r   r   
test_empty]   s
   
$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)ArS   BrT   )r   r   r   r   )col1col2r   Tr3   r4   r5   r3   r   r	   Axis name incorrectly set.r?   )r   r'   medianrenamer(   r7   int64rG   rH   rI   rJ   r)   r*   )	r+   r   r   rL   r4   r5   r,   rs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   rS   rT   r>   r   r   r2   r4   r5   r         @r   r=   r   r	   rY   r?         ?r   g      ?rf   g      @r   g      @r         ?T)check_index_type)r   r'   r   r(   r7   r\   rG   rH   rI   rJ   r)   r*   ilocassert_frame_equal	r+   r   r   rL   r4   r5   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 )Nr`   )abr   r   r   Tr1         @      @r   r=   r   r	   rY   r?   )r   r'   r   r(   r7   r\   rG   rH   rI   rJ   r)   r*   rl   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tzFrW   z2016-01-02 00:00:00r   datetime64[ns, US/Pacific])r!   r&   r	   rY   r?   )pd
date_ranger   r   r'   rG   rH   rI   rJ   r)   r*   )r+   r   r   rL   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#   rp   rq   20130101r   rv   )foobarbaz)rS   rT   CDr   r   Tr1   re   r    r   r	   rY   r?   z>'<' not supported between instances of 'Timestamp' and 'float'matchFr2   r3   )r   ry   rz   r'   r   rG   rH   rI   rJ   r)   r*   raises	TypeError
r+   r   r   rL   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	   rY   r?   r`   ra   rb   rc   r   r   rd   r#   rp   rS   rT   r=   r   r>   r   re   rE   z*No axis named -1 for object type DataFramer   r0   z.No axis named column for object type DataFramecolumnr2   )rG   rH   rI   rJ   r   r'   r   r(   r7   r\   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`   ra   rb   rc   r   r   r   r2   r4   r=   r   )r2   r5   r\   r>   r!   r&   r"   r#   rp   r~   float64rg   lowerr"   r#   rp   rN   r0   higherr   rO   r   r   r   r   r   r   r   r   r   rn   ro   crE   rh   midpoint)r4   r   r   r   r#   r#   r#   r>   rE   )
r   r'   r   r)   r*   r7   r8   arrayrk   rP   )r+   r,   r.   r-   exprQ   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   rS   r6   )r'   r7   r8   )r+   rK   r,   rQ   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   rS   r6   r   r   r   )r'   r7   r8   r)   r*   )r+   	int_framer,   rQ   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   rh   r   r4   r5   r   r   r   r   r	   rY   r?   r   r'   r(   r7   r\   rG   rH   rI   rJ   r)   rk   rl   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   rh   r   r   rd   r   r   )r   r   r   r   r   r	   rY   r?   r   rl   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 )NrN   r0   rA   r   rd   rc   )r   r'   r7   nanr)   rk   )r+   r   r4   r5   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      rn   ro   r   TrX   rf   ro   r=   Fz2010-07-02 12:00:00rn   rc   2012r   r   r   z2011-07-02 12:00:00M8[]r   r>   rE   r&   r>   r&   r!   r   )ry   to_datetimeas_unitr   r'   r   r)   r*   r   rk   r7   r   )r+   unitr{   r,   r.   r-   r   r   r   test_quantile_datetimec  sN   

z,TestDataFrameQuantile.test_quantile_datetimer&   )datetime64[ns]rx   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 )
Nrn   ro   rE   r&   r   r   Fr1   r   r   )r   r'   r   r)   r*   rk   )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   )rH   r   r   r'   )r+   r   rK   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	   rY   r?   
2011-01-01
2011-01-02
2011-01-03
US/Easternrw   1 days2 days3 daysrS   rT   r   r   FrW   r!   r>   r   )rG   rH   rI   rJ   r   r   ry   	Timedeltar'   r   r)   r*   rk   	r+   r   r   rL   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   )rS   rn   rT   ro   r   r   AaBbCcr   r   FrX   r   r   )r   r   ry   NaTr   listr'   r   r)   r*   rk   )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	   rY   r?   r   g      @r   )r   r   r   r   rp   r   rf   rn   ro   r=   rg   rq   g      
@rc   rd   r"   r    r   r   )r   r   )rG   rH   rI   rJ   r   r7   aranger   rj   r'   r   r)   r*   rk   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	   rY   r?   rn   r   r   r%   r   FrW   r   )r>   r&   z
2012-01-01z
2012-01-02z
2012-01-03r   ro   r   )rG   rH   rI   rJ   r   ry   r   r'   r   r)   r*   rk   r   )
r+   r   r   rL   r   r4   r5   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 )Nrn   ro   r   r   r   r   r=   )rE   r>   r   rd   r   )r   r'   r   r7   r   r)   r*   rk   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 )Nrn   ro   r\   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 )Nrn   ro   r   r   r   FrW   r   z
US/Centralr   z.The 'downcast' keyword in fillna is deprecatedr   )downcast)r   r'   r   ry   r   r)   r*   dttz_localizer(   objectassert_produces_warningFutureWarning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   r   zcaptain tightpantsr   TrW   r   r   )r   ry   rz   rE   r!   r'   r   r7   r   r>   r)   r*   rk   )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   rS   r   FrW   c   r   )r   r   )r   r7   randomdefault_rngstandard_normallen_mgrblocksr'   rj   values)r+   rL   r   using_copy_on_writer4   r5   r,   r|   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   r   )r5   rH   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	   r   )r5   r4   r   r   r   r   r    test_table_invalid_interpolation  s   "z6TestDataFrameQuantile.test_table_invalid_interpolationN)(__name__
__module____qualname__rH   rI   parametrizer   r   ry   arraysSparseArrayr/   rM   rR   r_   rm   rr   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   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TestQuantileExtensionDtyper6   z#raises when trying to add Intervalsr?   )marksrs   	   r   )rv   freqrt   ru   z1 Dayr   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 NrS   )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>   frame_or_seriesobjr   r   r   r  1  s   zTestQuantileExtensionDtype.objc                 C   s*   t |tr||}|S |j|dd}|S )NFrX   )
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   rS   r&   r>   r!   )r7   r   r   intpr   r   shufflerj   r  r&   r   typer)   assert_equal	r+   r   r  r>   indexerr  r.   	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   rS   r  )	_na_valuerj   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_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)
allow_fill
fill_valuerS   r=   )r  rj   r7   alldtypesr&   r   r   r	  r   r   r
  r  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   rS   r   )r&   r!   )r7   r   r   r	  r   r   r
  rj   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   r\   rn   ro   r   c                 C   sB   t ddg|d}|jd|d}t|dt|dd}t|| d S )Nrn   ro   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 )Nrn   ro   r   r   Fr   r  r  )	r+   r&   r  r  r2   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   rn   r   r   Tr   r  )
r   ry   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   ry   IntervalIndexfrom_breaksr   rI   rJ   period_rangerz   timedelta_ranger   r7   r   r>   r  r  r  r  r  r  r   r   r  r   r!  r"  r   r   r   r   r     sZ    





		
r   )numpyr7   rH   pandasry   r   r   r   r   pandas._testing_testingr)   r#  r   r   r   r   r   r   r   <module>   s"    
      	