o
    _~#gl                    @   s  d dl mZm Z mZ d dlmZ d dlZd dlZd dlZd dl	m
Z
 d dlmZ d dlZd dlmZmZmZmZmZmZmZmZ d dlmZ d dlmZ d dlmZ d d	lm Z  ej!d
dgddd Z"ej!d gd dgd fe#de#ddfgddd Z$G dd dZ%G dd dZ&dS )    )datedatetime	timedelta)productN)using_pyarrow_string_dtype)PerformanceWarning)Categorical	DataFrameGrouperIndex
MultiIndexSeriesconcat
date_range)CategoricalDtype)reshapepivot_tableTF)paramsc                 C   s   | j S N)param)request r   /var/www/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/env/lib/python3.10/site-packages/pandas/tests/reshape/test_pivot.pydropna!   s   r            c                 C   s   | j \}}ttj|||S r   )r   r   pdIntervalIndexfrom_arrays)r   closedleftrightr   r   r   interval_values&   s   
r$   c                   @   s  e Zd Zej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d d!d"gfd g d#fd$g d#fgd%d& Zd'd( Zd)d* Zd+d, Zejd-d.d/gd0d1 Zejd-d.d/gd2d3 Zejd-d.d/gd4d5 Zd6d7 Zejd-d.d/gd8d9 Zd:d; Zejd<d=d>ge !d=d>ge"d=d>ge#d=d>ggejd-d.d/gd?d@ Z$ejd<dAd=ge !dAd=ge"dAd=ge#dAd=ggejd-d.d/gdBdC Z%dDdE Z&ejj'dFdGejd-d.d/gdHdI Z(ejd-d.d/gdJdK Z)dLdMgdNgdOfdPdQZ*dRdS Z+dTdU Z,ejdVdLdWg dXg dYge#g dZdLd[fdLdMgd\g d]g d^ge-j.g d_dLdMgd`fgdadb Z/dcdd Z0dedf Z1ejdgg dhdidj Z2dkdl Z3dmdn Z4dodp Z5dqdr Z6dsdt Z7dudv Z8dwdx Z9dydz Z:d{d| Z;ejd}d~dddddggdd Z<dd Z=dd Z>dd Z?dd Z@dd ZAdd ZBdd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMejdd\e jNfdWe jOfde jPfd\dWge jNe jOgfd\dge jNe jPgfddWge jPe jOgfgdd ZQejjRdd ZSdd ZTdd ZUejdd.d/gdd ZVdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\ejdd.d/gddÄ Z]ddń Z^ddǄ Z_ddɄ Z`dS )TestPivotTablec              	   C   sL   t g dg dg dtjddtjddtjdddS )Nfoor'   r'   r'   barr(   r(   r(   r'   r'   r'   oner*   r*   twor*   r*   r*   r+   r+   r+   r*   )dullr,   shinyr,   r,   r-   r-   r,   r-   r-   r-         )ABCDEF)r	   nprandomdefault_rngstandard_normal)selfr   r   r   data-   s   zTestPivotTable.datac                 C   s   ddg}d}t |d|||d}|j d|||d}t|| t |d||d t|dkr7|jjt|ks6J n
|jj|d ksAJ t|dkrP|jj|ksOJ n
|jj|d ksZJ |	||g d 
d	 }t|| d S )
Nr0   r1   r2   r3   )valuesindexcolumnsobserved)r<   r=   r?   r   r   mean)r   tmassert_frame_equallenr=   namestuplenamer>   groupbyaggunstack)r:   r?   r;   r=   r>   tabletable2expectedr   r   r   test_pivot_table^   s$   
zTestPivotTable.test_pivot_tablec                 C   s   t tdtdg dd}|jddddd	d
}|jd|_|jd|_|jd|_|jd|_|jddddd	|d}t	|| d S )Nabcdefghijr   r.   r   r      col1col2col3rS   rU   rT   sumr   )r=   r<   r>   aggfunc
fill_valuecategory)r=   r<   r>   rW   rX   r?   )
r	   listr   r=   astyper>   rS   rT   rA   rB   )r:   r?   dfrL   resultr   r   r   +test_pivot_table_categorical_observed_equalz   s&   
	z:TestPivotTable.test_pivot_table_categorical_observed_equalc                 C   s|   t g dg dg dd}|jddd}|jdddj}t|| |jdd	d
id}|jdd	d
idj}t|| d S )Nabcxyzr   r.   r   )rowscolsr<   ri   rV   )r>   rW   r=   rW   r<   r@   )r	   r   TrA   rB   )r:   r\   rsxpr   r   r   test_pivot_table_nocols   s   z&TestPivotTable.test_pivot_table_nocolsc              
   C   s   t ddddddddddd	d
dddddddddddddd}|jddddgdd}|jdddgddd}tjg dddgd}t|j| t|j| d S )Ni`  i iP  i0u  )r   r   r.   r   r0   r1   r2   i[ i] i\ i^ r`   ra   rb   di i  i@B )amountcustomermonthr   quantityrs   rr   rq   r   F)r   ))r0   r`   )r0   ra   )r0   rb   )r0   ro   )r1   r`   )r1   ra   )r1   rb   )r1   ro   )r2   r`   )r2   ra   )r2   rb   )r2   ro   rD   )r	   r   r   from_tuplesrA   assert_index_equalr>   r=   )r:   r\   pv_colpv_indmr   r   r   test_pivot_table_dropna   s(   	z&TestPivotTable.test_pivot_table_dropnac                 C   s   t g dg ddd}t g dg ddd}t||g dd}d	}tjt|d
 t|dddgdd}W d    n1 s>w   Y  tj||gddgd}tdg di|d}t|| d S )Nr`   r`   ra   ra   )r`   ra   rf   T
categoriesordered)rb   ro   rb   ro   )rb   ro   re   r   r.   r   r   )r0   r1   r<   1The default value of observed=False is deprecatedmatchr<   r0   r1   )r<   r=   r   rt   )      ?       @      @      @r=   )	r   r	   rA   assert_produces_warningFutureWarningr   r   r    rB   )r:   cat1cat2r\   msgr]   	exp_indexrL   r   r   r   test_pivot_table_categorical   s   z+TestPivotTable.test_pivot_table_categoricalc           	      C   s   g d}t g dg dtdd}|d t|dd|d< d	}tjt|d
 |jddd|d}W d    n1 s<w   Y  tg ddd}|t|dd}tg ddd}t g dg dg dg||d}|sw|j	t
|dd}t|| d S )Nr`   ra   rb   ro   )	r`   r`   r`   ra   ra   ra   rb   rb   rb   )	r   r.   r   r   r.   r   r   r.   r   	   r0   r1   r2   r0   Fr~   r   r   r1   r2   )r=   r>   r<   r   r_   rF   rg   )        r         @)r   r         @)r         @       @r=   r>   r>   float)r	   ranger[   r   rA   r   r   r   r   reindexr   rB   )	r:   r   r}   r\   r   r]   expected_columnsexpected_indexrL   r   r   r   $test_pivot_table_dropna_categoricals   s2   
z3TestPivotTable.test_pivot_table_dropna_categoricalsc                 C   s   t ttjddddgddgddg dd}d}tjt|d |jd	d
|d}W d    n1 s2w   Y  |rBddg}ddg}ng d}g d}t d
|ittj	|ddg|dd	dd}t
|| d S )NlowhighTr|   )r   r   r   r   r   r0   r1   r   r   r0   r1   r=   r<   r   r   r   r   r   r   r   r   )r   r   r   r   )r	   r   r6   nanrA   r   r   r   r   
from_codesrB   )r:   r   r\   r   r]   r<   codesrL   r   r   r   %test_pivot_with_non_observable_dropna   s8   


z4TestPivotTable.test_pivot_with_non_observable_dropnac                 C   s   t tg dg dddtdd}d}tjt|d |jd	d
|d}W d    n1 s.w   Y  t d
g dittjg dg dddd	dd}|sV|d
 	t
|d
< t|| d S )N)r"   r   r   r   r   )r   r   r"   Tr|   rQ   r   r   r   r0   r1   r   r   )r   r   r.   r   r   )r	   r   r   rA   r   r   r   r   r   r[   r   rB   )r:   r   r\   r   r]   rL   r   r   r   /test_pivot_with_non_observable_dropna_multi_cat  s2   
	z>TestPivotTable.test_pivot_with_non_observable_dropna_multi_catc                 C   s   t |dd}d}tjt|d |jdd|d}W d    n1 s#w   Y  t ddit| dd	d
}|s=|t}t	|| d S )Nr   r   r   r   r0   r1   r   r   r   r   )
r	   rA   r   r   r   r   uniquer[   r   rB   )r:   r$   r   r\   r   r]   rL   r   r   r   test_pivot_with_interval_index7  s   
z-TestPivotTable.test_pivot_with_interval_indexc              	   C   s   t jg dg d}ttjdddtjdg dt|dd	jd
dd}d}t	j
t|d t|dddddd}W d    n1 sCw   Y  |d }tg dtt ddt dddgdddtjd}t	|| d S )Nr   r   r   r   r   r   r.   r.   r   r   r   dtyper`   ra   r`   ra   Tr   F)	ascendingr   r   r   r2   r1   r0   rV   r=   r>   r<   rW   marginsAll)r      
   r   r.   r   )r=   rF   r   )r   r   r    r	   r6   arangeintpr   sort_valuesrA   r   r   r   r   r   Intervalassert_series_equal)r:   ordered_catr\   r   	pivot_tabr]   rL   r   r   r   &test_pivot_with_interval_index_marginsE  s.   
 z5TestPivotTable.test_pivot_with_interval_index_marginsc                 C   s4   |j d|j|jd}|j dddd}t|| d S )Nr3   r   r0   r2   )r   r0   r2   rA   rB   r:   r;   r]   rL   r   r   r   test_pass_arraya  s   zTestPivotTable.test_pass_arrayc                 C   s<   |j ddd |jd}|j d|jd dd}t|| d S )Nr3   c                 S   s   | d S )NrQ   r   rd   r   r   r   <lambda>g  s    z3TestPivotTable.test_pass_function.<locals>.<lambda>r   rQ   r2   )r   r2   r=   rA   rB   r   r   r   r   test_pass_functionf  s   z!TestPivotTable.test_pass_functionc                 C   sD   ddg}d}t |||d}|||g d }t|| d S )Nr0   r1   r2   r   r@   )r   rG   rH   rI   rA   rB   )r:   r;   r=   r>   rJ   rL   r   r   r   test_pivot_table_multiplek  s
   z(TestPivotTable.test_pivot_table_multiplec                 C   s   t g dg dg dd}|jd dksJ t|ddgdgd	d
d}|j}ttdgd ttdddd}t	|| t g dg dg dd}|jd dksUJ t|ddgdgd	dd}|j}ttdgd ttdddd}t	|| d S )N)catbatr   r   r   r   )r`   vir   int64r`   r   r   rV   )r<   r=   r>   rX   rW   r.   abr   r   )      ?      @      @      @float64r@   )
r	   dtypesr   r   r6   r   r   rZ   rA   r   )r:   frf   r]   rL   r   r   r   test_pivot_dtypesr  s4   $$z TestPivotTable.test_pivot_dtypeszcolumns,valuesbool1float1float2)r   r   r   bool2c                 C   sj   t jdt jd}t||d |dk|dkd}| jd||d}t|j}d	d
 |D }||ks3J d S )NrQ   r   r   r.   r   )r   r   r   r   r=   r=   r>   r<   c                 S   s   i | ]}|t d qS )r   )r6   r   ).0colr   r   r   
<dictcomp>      z=TestPivotTable.test_pivot_preserve_dtypes.<locals>.<dictcomp>)r6   r   r   r	   reset_indexr   dictr   )r:   r>   r<   r   r\   df_resr]   rL   r   r   r   test_pivot_preserve_dtypes  s   

z)TestPivotTable.test_pivot_preserve_dtypesc                 C   sj  t g d}tdg di|d}|j|jj|jjd}tddg}|j	|j
d tjdd	}td
dgdtjggtddgtjd|d}t|| tg dtddddd|d}|j|jjtdddd}tjdgt jdgddgd dgd}tddgtddgtjd|d}t|| |jtddtdddd}tdgt jdgdd|d}t|| d S )N)
2011-01-01z
2011-02-01
2011-01-02r   r   r0   rP   r   r   )r0   r   )r0   r.   r   )levelr   r   r   r.   r   r   r3   rQ   )freqperiods)r0   dtr   ME)keyr   z
2011-01-31zM8[ns]rt         
@YEr   r   z
2011-12-31)r   DatetimeIndexr	   r   r=   rr   dayr   ru   
set_levelslevelsr[   r6   int32r   r   rA   rB   r   r
   r    )r:   idxr\   resexp_columnsexpr   r   r   test_pivot_no_values  sN   z#TestPivotTable.test_pivot_no_valuesc                 C   sJ   t |ddgdddgdd}t |jdgd	d
dddgdd}t|| d S )Nr3   r4   r0   r1   r2   r   )r<   r=   r>   rX   r5   r   axis)r=   r>   rX   )r   droprA   rB   r   r   r   r   test_pivot_multi_values  s   z&TestPivotTable.test_pivot_multi_valuesc                    s    fdd}|ddg}|d}|d}t ||gddgdd}t||  fdd}|ddg}|d}|d}t ||gddgdd}t|| d S )Nc                    s   t  ddgddgd| dS )Nr3   r4   r0   r1   r2   r<   r=   r>   rW   r   funcr;   r   r   r     s    z;TestPivotTable.test_pivot_multi_functions.<locals>.<lambda>r@   stdr   )keysr   c                    s   t  ddgddgd| ddS )Nr3   r4   r0   r1   r2   T)r<   r=   r>   rW   r   r   r   r   r   r   r     s    )r   rA   rB   )r:   r;   r   r]   meansstdsrL   r   r   r   test_pivot_multi_functions  s   z)TestPivotTable.test_pivot_multi_functionsmethodTFc                 C   s   t j}tdd|dgg dg dd}|r|jddd	d
}n	tj|ddd	d
}t||d|gd|||g|d||g|||dggt|dddgddtg dddd}t|| t|jddd	d
|j d S )NR1R2R4)C1C2C3C4)r            r_   r`   ra   rb   r   r  r   r  r  r   r   )	r6   r   r	   pivotr   r   rA   rB   rk   )r:   r  r   r\   r]   rL   r   r   r   test_pivot_index_with_nan  s*   





z(TestPivotTable.test_pivot_index_with_nanc                 C   s  t tdddddtd d}|d td |d	< tj |jd
< |jd< tj |jd< |jd< |r=|jdd	dd}n	tj|dd	dd}|	 j
 t|ksSJ | D ]\}}|j|d |d	 f |d kslJ qW|rx|jd	ddd}n	tj|d	ddd}t||j d S )Nz
2014-02-01   r3   )r   r   d   )r`   rb   r`   z
2014-02-02ra   )r   r`   )r   r`   r   ra   )r   ra   rb   r   )r	   r   r6   r   r   	Timestampr   locr  notnar<   rV   rC   iterrowsrA   rB   rk   )r:   r  r\   pv_rowr]   r   r   r   test_pivot_index_with_nan_dates  s$   $z.TestPivotTable.test_pivot_index_with_nan_datesc           
      C   s  t tjtdddddtdddddtdddddtdddddgd| ddtjtd	ddddtd	ddddtd	ddddtd	ddddgd| d
dtjdddtjdddd}tg d}tjddgd dd| d
d}t||g}tjddgdd| dd}t g dg dg||d}|r|j	ddd}	ntj	|ddd}	t
|	| t ddgddgg||d d d}|r|j	dddd}	n	tj	|dddd}	t
|	| d S )N  r   r   r   r.   zM8[z, US/Pacific]r     z, Asia/Tokyo]r   r   )dt1dt2data1data2r   r   r!  r!  z2014/01/01 09:00z2014/01/02 09:00r  rF   r   z2013/01/01 09:00z2013/01/02 09:00r  r   r.   r   r.   r   r   r   r   r   r   r   r   )r	   r   r   r   r6   r   r   r   r    r  rA   rB   )
r:   r  unitr\   exp_col1exp_col2exp_colexp_idxrL   r  r   r   r   test_pivot_with_tz4  sf   
	
	



z!TestPivotTable.test_pivot_with_tzc              
   C   s  t dtjdddddtjdddddtjdddddtjdddddtjd	dddg}|d
 }|jdd }t|d
 d
dg|gdd}t tjdddtjdddggtdgddtj	tjdddtjdddgd
dd}t
|| d S )Naaz2016-08-12 13:00:00-0700z
US/Pacific)tz)uidtsz2016-08-12 08:00:00-0700z2016-08-12 14:00:00-0700z2016-08-25 11:00:00-0700z2016-08-25 13:00:00-0700r/  c                 S   s   | j dddddS )Nr   )hourminutesecondmicrosecond)replacer   r   r   r   r     s    z8TestPivotTable.test_pivot_tz_in_values.<locals>.<lambda>r.  minr   r   z2016-08-12 00:00:00z2016-08-25 00:00:00r   )r	   r   r  	set_indexr   r/  mapr   r   r   rA   rB   )r:   r\   minsr]   rL   r   r   r   test_pivot_tz_in_valuest  sR   z&TestPivotTable.test_pivot_tz_in_valuesc              	   C   st  t tddtddtddtddgtddtddtddtddgtjddd	tjddd	d
}tg d}tjddgd ddd}t||g}t g dg dgtjddgddd|d}|rs|j	ddd}ntj	|ddd}t
|| t ddgddggtjddgdddtjddgdddd}|r|j	dddd}n	tj	|dddd}t
|| d S )Nz
2013-01-01r3   z
2013-01-02z2013-01Mz2013-02r   r   r   )p1p2r   r!  r"  r.   r<  )rF   r   r$  r%  r;  r   r   r   r   r   r   )r	   r   Periodr6   r   r   PeriodIndexr   r    r  rA   rB   )r:   r  r\   r'  r(  r)  rL   r  r   r   r   test_pivot_periods  sH   







z!TestPivotTable.test_pivot_periodsc                 C   s   t g dtdtdtdtdgdd}t dtg dddttdtdd	gd
dd}|jdd
ddd}t|| d S )Nr   2019Q12019Q2r   )r`   ra   rd   r   r.   r   r`   r   r   ra   r;   r=   r>   rd   T)r=   r>   r<   r   )r	   r   r=  r   r   rA   rB   )r:   r\   rL   r]   r   r   r   test_pivot_periods_with_margins  s"   z.TestPivotTable.test_pivot_periods_with_marginsr<   bazzooc           	      C   s   t g dg dg dg dd}|r|jdd|d}n	tj|dd|d}g d	g d
g}tddgdd}tddgg dgg dg dgd dgd}t |||d}|d t|d< t|| d S )Nr*   r*   r*   r+   r+   r+   r0   r1   r2   r0   r1   r2   r   r.   r   r   rQ   r  rd   re   rf   qwtr'   r(   rE  rF  r'   r(   r   )r   r.   r   rd   re   rf   )r   rQ   r  rK  rL  rM  r*   r+   r;   rF   rE  rF  r   )r   r   r   r   r   r   )r   r   r.   r   r   r.   r   r   rD   rC  )	r	   r  r   r   r   r[   objectrA   rB   	r:   r<   r  r\   r]   r;   r=   r>   rL   r   r   r    test_pivot_with_list_like_values  s(   	z/TestPivotTable.test_pivot_with_list_like_valuesr(   c           	   	   C   s  t g dg dg dg dd}|r|jdd|d}n	tj|dd|d}tjd	tjd
gtjdtjdgtjdtjdgd	tjdtjgdtjdtjgdtjdtjgg}tg ddd}tddgddggg dg dgd dgd}t |||d}|d t|d< t	
|| d S )NrG  rH  rI  rJ  rN  rF  r'   r   r0   r   r2   r  r1   rQ   r   r.   r   )rK  rM  rL  rd   re   rf   rO  r(   rE  r*   r+   r   r   r   r   r   rP  rC  )r	   r  r   r6   r   r   r   r[   rQ  rA   rB   rR  r   r   r   %test_pivot_with_list_like_values_nans  s4   	z4TestPivotTable.test_pivot_with_list_like_values_nansc                 C   sb   t g dg dg dd}d}tjt|d |jddd W d    d S 1 s*w   Y  d S )	Nr_   rg   rR   z=pivot\(\) missing 1 required keyword-only argument: 'columns'r   rS   rU   )r=   r<   r	   pytestraises	TypeErrorr  )r:   r\   r   r   r   r   #test_pivot_columns_none_raise_errorB  s
   "z2TestPivotTable.test_pivot_columns_none_raise_errorzBMultiIndexed unstack with tuple names fails with KeyError GH#19966reasonc                 C   s   t g dd}g dg dg dg dg dg dg}td	d
gddggg dg dgd}t|||dd}|r@|jdddd}n	tj|dddd}tddgddgdtddgddgdtddgddgdd}t|}t|| d S ) Nr   r   r.   r   r   rQ   r   )r*   r0   r   rd   )r*   r1   r.   re   )r*   r2   r   rf   )r+   r0   r   rK  )r+   r1   rQ   rL  )r+   r2   r  rM  r(   rE  firstr2  r   rT  )r   r   rQ  )r;   r=   r>   r   )r(   r^  )r(   r2  )rE  r^  r   r   r   r*   r+   r   r.   rQ   r   r  r   )r   r   r	   r  r   r   rA   rB   )r:   r  r=   r;   r>   r\   r]   rL   r   r   r   test_pivot_with_multiindexI  s>   z)TestPivotTable.test_pivot_with_multiindexc                 C   s   t g dg dg dg dd}tjtdd% |r$|jdd	d
d ntj|dd	d
d W d    d S W d    d S 1 s@w   Y  d S )NrG  rH  rI  rJ  rN  z^\('bar', 'baz'\)$r   rF  r'   )r(   rE  r   )r	   rW  rX  KeyErrorr  r   )r:   r  r\   r   r   r   test_pivot_with_tuple_of_valuess  s   "z.TestPivotTable.test_pivot_with_tuple_of_valuesr0   r1   r2   r   c                 C   s   |j |jd d |f }|||  }tj||dd |j|ks$J | }|j |df jd d }	|||  }
tj|	|
dd |	j|dfksNJ |j |df|f }||  }||kscJ d S )Nr   Fcheck_names )	r  r=   rG   r@   rA   r   rF   
sort_indexiloc)r:   r]   
values_colr;   r=   r>   margins_colcol_marginsexpected_col_marginsindex_marginsexpected_ix_marginsgrand_total_marginsexpected_total_marginsr   r   r   _check_output  s   	zTestPivotTable._check_outputc                 C   s   |j dddgdddd}| |d| |j dddgddddd	}| j|d|dd
 |j ddgdddd}|jjd D ]}| || || q:d S )Nr3   r0   r1   r2   Tr@   )r<   r=   r>   r   rW   Totals)r<   r=   r>   r   rW   margins_name)rh  r=   r>   r   rW   r   )r   ro  r>   r   )r:   r;   r]   rJ   	value_colr   r   r   test_margins  s&   zTestPivotTable.test_marginsc                 C   s6  dd |j D |_ td}tjt|d |jddgddd	 W d    n1 s*w   Y  |jd
djddgddd	}|j D ]}|jd|f }||| 	 ksSJ q@tjt|d |jddgddd	 W d    n1 spw   Y  |jd
djddgddd	}dD ]}|jd|f }||| 	 ksJ qd S )Nc                 S   s   g | ]}|d  qS )r.   r   )r   kr   r   r   
<listcomp>  s    z.TestPivotTable.test_no_col.<locals>.<listcomp>&agg function failed [how->mean,dtype->r   AABBTr@   )r=   r   rW   CCr   r   rd  )DDEEFF)
r>   reescaperW  rX  rY  r   r   r  r@   )r:   r;   r   rJ   rs  totalsitemr   r   r   test_no_col  s*   



zTestPivotTable.test_no_colz*columns, aggfunc, values, expected_columnsr@   )      @r  皙@r  )r   r   皙@r  )r(   r   r'   r   r   rV   )r         rQ   r  r/   )          r/   r/   r  ))r(   r*   )r(   r+   )r(   r   )r'   r*   )r'   r+   )r'   r   rt   c           	      C   s   t g dg dg dg dg dd}|dkr<td}tjt|d	 |j|d
|d W d    n1 s7w   Y  d|vrF|jdd}|jddj|d
|d}t |tddg|d}t	
|| d S )N	r'   r'   r'   r'   r'   r(   r(   r(   r(   	r*   r*   r*   r+   r+   r*   r*   r+   r+   	smalllarger  r  r  r  r  r  r  	r   r.   r.   r   r   r   rQ   r  r   	r.   r   rQ   rQ   r  r     r   r   r0   r1   r2   r3   r4   rV   rw  r   T)r>   r   rW   r1   r   r2   r3   r4   r   )r	   r  r  rW  rX  rY  r   r   r   rA   rB   )	r:   r>   rW   r<   r   r\   r   r]   rL   r   r   r   %test_margin_with_only_columns_defined  s(   "
z4TestPivotTable.test_margin_with_only_columns_definedc                 C   s   |  }tt|d t|dd|g d< ttddgddgdg }tj	|d	d
}t
g dg dd|djddd}|d |d  |d< |jdddgddddd}t|| d S )Nr   i8)r3   r4   r5   r(   r'   r*   r+   r{  r   rt   )      r   r   -   )!   r   $   3   x   r,   r-   r   r2   r   r   r,   r-   r   r3   r0   r1   TrV   r   r<   r=   r>   r   rW   rX   )copyr6   r   rC   r   r[   rZ   r   r   ru   r	   rename_axisr   rA   rB   )r:   r;   r\   mi_valmirL   r]   r   r   r   test_margins_dtype  s&   ,	z!TestPivotTable.test_margins_dtypec                 C   s   t tddgddgdg }tj|dd}tg dg d	d
|djddd}|d |d  |d< |jdddgddtdd}t	|| d S )Nr(   r'   r*   r+   r{  r   rt   )r   r   r.   r   rQ   )r.   r   r.   r.   r  r  r   r2   r   r   r,   r-   r   r3   r0   r1   Tr   r  )
rZ   r   r   ru   r	   r  r   rC   rA   rB   )r:   r;   r  r  rL   r]   r   r   r   test_margins_dtype_len)  s"   	z%TestPivotTable.test_margins_dtype_lenri   ))r   r.   r`   ra   r  )r`   r   c                 C   sr   t |d g d|d g ddg di}|jd|d}t g dgtjg d|d	tdgtd
d}t|| d S )Nr   rg   r   r   )r   rQ   r  )r<   r>   )r   r   r   ))r   r   )r.   r.   )r   r   rt   r   r>   r=   )r	   r   r   ru   r   rQ  rA   rB   )r:   ri   df2r]   rL   r   r   r    test_pivot_table_multiindex_only<  s   (z/TestPivotTable.test_pivot_table_multiindex_onlyc                 C   sf   t dddd}ttjddtjdd|d}|jddgd	d
}|jjd 	|s1J d S )Nz
2016-01-01r   zEurope/Amsterdam)r   r-  r.   r   r1   r2   F)r=   r   r   )
r   r	   r6   r7   r8   r9   r   r=   r   equals)r:   dtir\   r]   r   r   r   test_pivot_table_retains_tzJ  s   z*TestPivotTable.test_pivot_table_retains_tzc                    s   t j ttddgg dddg fddtdD d	g}t|}|jd
g ddgd}|jtd}|jdg ddgd}t	j
||dd d S )Nr'   r(   r   x1x2c                    s   g | ]} t | qS r   )r   r   r   ro   r   r   rv  a  r   z=TestPivotTable.test_pivot_integer_columns.<locals>.<listcomp>r  r   r   )r   r   r   r.   )r<   r=   r>   r   4)0132Frb  )r   r5  rZ   r   r   r	   r   renamestrrA   rB   )r:   r;   r\   rJ   r  rK   r   r  r   test_pivot_integer_columnsX  s   	z)TestPivotTable.test_pivot_integer_columnsc                 C   s   t g dd g dd dgd dgd  d tjddd}|jd	d
ddgd}|g dd	  }|ddj	ddd}t
|| d S )N)r`   r`   r`   r`   ra   ra   ra   ra   r.   )r   r   r   r   r   r   r   r   r'   r   r(      )r`   ra   rb   valuer  r`   ra   rb   r   r_   r   all)r   how)r	   r6   r7   r8   r9   r   rG   r@   rI   r   rA   rB   )r:   r;   rJ   groupedrL   r   r   r   test_pivot_no_level_overlapm  s   

	z*TestPivotTable.test_pivot_no_level_overlapc           
   
   C   s@  d}t dtfdtfdtfdtfdtfdtfdtfg}t jg d	dtfdtfgd
}t j||d
}t jd	dt
||}|d | |d< |d | |d< ttdddtddd}|t jd	dt
|| }|j|d< |j|d< |j|d< t jddd||d< t|}|jdddgg ddd}	|	jjsJ d S )Ni'  r   SymbolYearMonthDayQuantityPrice)	)SP500ADBE)r  NVDA)r  ORCL)NDQ100AAPL)r  MSFT)r  GOOG)FTSEzDGE.L)r  zTSCO.L)r  zGSK.Lr   r.   r   i  r   i  r     r   r   )r   r  r  r@   r=   r>   rW   )r6   r   rQ  intr   arrayemptyr7   r8   integersrC   r   r   yearrr   r   	lognormalr	   r   r>   is_monotonic_increasing)
r:   nr   productsitemsiproductdrdatesr\   pivotedr   r   r   test_pivot_columns_lexsorted  sB   


z+TestPivotTable.test_pivot_columns_lexsortedc                 C   sH   dgdgd}| ddg|d}|jdd|d}t|| d S )Nr   rV   r3   r4   r0   r1   r  )rG   rH   rI   r   rA   rB   )r:   r;   r   rL   r]   r   r   r   test_pivot_complex_aggfunc  s   z)TestPivotTable.test_pivot_complex_aggfuncc                 C   sD   |ddg j ddgtdd}| }t|d d |d ks J d S )Nr0   r1   T)r=   rW   r   r   )r   rC   tolistrV   )r:   r;   r]   result_listr   r   r   test_margins_no_values_no_cols  s
   
 z-TestPivotTable.test_margins_no_values_no_colsc                 C   s8   |g d j ddgdtdd}|j g dksJ d S )Nr   r0   r1   r2   Tr=   r>   rW   r   r   r   r   r         &@r   rC   r   r  r:   r;   r]   r   r   r   test_margins_no_values_two_rows  s   z.TestPivotTable.test_margins_no_values_two_rowsc                 C   s4   |ddg j ddtdd}|j g dksJ d S )Nr0   r1   Tr  )r   r   r  r  r  r   r   r   &test_margins_no_values_one_row_one_col  s   z5TestPivotTable.test_margins_no_values_one_row_one_colc                 C   sH   g d|d< |g d j ddgddgtdd}|j g d	ks"J d S )
N)r`   ra   rb   ro   er   ghr   jru  r3   r0   r1   r2   r3   r0   r1   r2   Tr  r  r  r  r   r   r   'test_margins_no_values_two_row_two_cols  s
   z6TestPivotTable.test_margins_no_values_two_row_two_colsmargin_namer'   r*   i  Nr`   ra   c              	   C   s   d| d}t jt|d t|dddgdgd|d	 W d    n1 s%w   Y  t jt|d t|ddgddgd|d	 W d    n1 sIw   Y  t jt|d t|ddgdgd|d	 W d    d S 1 smw   Y  d S )
NzConflicting name "z3" in margins|margins_name argument must be a stringr   r3   r0   r1   r2   T)r<   r=   r>   r   rq  )rW  rX  
ValueErrorr   )r:   r  r;   r   r   r   r   -test_pivot_table_with_margins_set_margin_name  s@   


"z<TestPivotTable.test_pivot_table_with_margins_set_margin_namec                 C   s  t d d g dtdddtdddtdddtdddtdddtdddtdddtdddgd	d
}t tjg dddddtjtdddgddd d}d
|j	_
d|j_
t|tdddddd}t|| t|dtddddd}t||j t tdtjdddtjgddtjtdddtdddgddd d}d
|j	_
d|j_
|r|d d|d< t|tdddddd}t|| t|dtddddd}t||j | }t|tdd
ddddd}t|| t|dtdd
dddd}t||j d}tjt|d t|tdd ddddd W d    n	1 s1w   Y  tjt|d t|dtdd dddd W d    n	1 sVw   Y  |d
}t|tdd
d!dddd}t|| t|dtdd
d!ddd}t||j d"}tjt|d t|tdd d!dddd W d    n	1 sw   Y  tjt|d t|dtdd d!ddd W d    d S 1 sw   Y  d S )#NA A A A A A A B$Carl Mark Carl Carl Joe Joe Joe Carlr   r   rQ   r   r  r   r   r   r  r   r   r.   r  )BranchBuyerr  Dater  )r   r  r   r   r   r   r  r   r   zCarl Joe Markr   r  r  rV   r=   r>   r<   rW   r   r  r   6MSCarlr   r   z#'The grouper name foo is not found'r   r'   )r   r   zThe level foo is not valid)r	   splitr   r6  r6   r  r   r   r   r=   rF   r>   r   r
   rA   rB   rk   r   r[   r   rW  rX  r`  r  )r:   using_array_managerr\   rL   r]   r   r   r   r   test_pivot_timegrouper   s  







 









$z%TestPivotTable.test_pivot_timegrouperc                 C   sv  t d d g dtdddddtdd	ddd
tdddddtdddddtdddddtdddddtdddddtddd
ddgtdddddtddddd
tdd	d
ddtdddddtdddddtdd	d
ddtdddddtdddddgd}t|tdddtdddddd}t ttjdtjtjdtjdd	tjd	tjtjtjtjdtjgddt	j
tdd	dtdddtdddtdddgddt	j
tdd	dtdddtdddtdddgddd }d|j_d|j_t|| t|tdddtdddddd}t||j tdd	dtdddftdddtdd	dftdddtdddftdddtdddftdddtdddftdddtdddfg}tj|ddgd!}t tdtjdtjdtjd	tjd	tjtjdgdd|d"d#gd }d$|j_t|tdddtdddgd$gddd}t|| t|d$gtdddtdddgddd}t||j d S )%Nr  r  r  r  r/   r   r  r   r   rQ   r   r  r.   r  r  r   r  r      )r  r  r  r  PayDayr   r  r  r  r  rV   r  r   r  r  r   r   rt   r0   r1   r  )r	   r  r   r   r
   r6   r  r   r   r   r   r=   rF   r>   rA   rB   rk   r   ru   )r:   r\   r]   rL   tuplesr   r   r   r   test_pivot_timegrouper_double  s   





	



(

&z,TestPivotTable.test_pivot_timegrouper_doublec                 C   s  t jg dddd}t jg ddd}tg d||tjd	d
dddgd d}|d d }tddg}tddgdd}t||g}tddgddgddgg||d}t|dgdgdgd}	t	
|	| tg d}tg dd }t jddgd  dd!d}
t|||
g}ttjg d"g d#g d$gd
d||d d  d}ttg d%g d&g d'g||d d  d}t||gdd(}t|dgd!gdd)gd*d+gd,}	t	
|	| d S )-N2011-07-19 07:00:002011-07-19 08:00:002011-07-19 09:00:00r  r  r  zM8[ns, US/Pacific]r  r   rF   2013-01-01 15:00:00r  r  2013-02-01 15:00:00r  r  zM8[ns, Asia/Tokyo]r   r`   r`   r`   ra   ra   ra   r  r   r   r.   r   labelr  r  value1value2r  r`   ra   r  r   r   r   r   r   r   r   r   r   )rV   rV   rV   rV   r@   r@   r@   r@   )r  r  r  r  r  r  r   r  )r   r   r   r.   )r   r   r.   r   )r.   rQ   r   r.   )r   r   r   r   )r   r   r   r   )r   r   r   r   r   r  rV   r@   r  )r   r   r	   r6   r   r   r   r    r   rA   rB   r  r   )r:   dates1dates2r\   r*  r'  r(  r)  rL   r]   exp_col3	expected1	expected2r   r   r   test_pivot_datetime_tz  s   





z%TestPivotTable.test_pivot_datetime_tzc              
   C   s2  t g d}t g d}tg d||tjdddddgd	 d
}t|d|d jjdd}tddgdd}tddgddgddgd|tg dtj	ddd}t
|| t||d jj|d jjdd}tddgddgddgdtddgtj	ddtg dtj	ddd}t
|| t||d jjj|d jj|d jjgdd}tjtjg dtj	dtjddgd	 tj	dgddgd}ttg dgtdgtj	d|d}t
|| t|tg d |d jj|d jjgdd}ttd!d	dtjdtjgtjtjtjd"tjd#ggd$d%g|d}t
|| d S )&Nr  r
  r  r  r   r   r   r.   r   r  r  r  r  r   r`   ra   r   r   r   r   r   r   r   )r   r  r   r	  r   r  )r   r   r  r  r   r   rt   )r   r   r   r   r   r   r  )Xr  r  r  Yr  r   r   rQ   r  r  )r   r   r	   r6   r   r   r   r0  r   r   rA   rB   rr   r  r<   r   r    r  r   )r:   r  r  r\   r]   r*  rL   r)  r   r   r   test_pivot_dtaccessorr  s   



*z$TestPivotTable.test_pivot_dtaccessorc                 C      t dddd}ttt||d}tt||jj|jj	d}|j
d|_
t|jj	}i }|jj jD ]}|jj|k}t|j| || d||< q6t|tdj}t|| d S )	N1/1/2000
12/31/2004r3   r   r   r   r   r   )r   r   r6   r   rC   r   r	   r=   r  	dayofyearr>   	droplevelasarrayr   r<   r   rk   rA   rB   )r:   rngr/  r]   doyrL   re   maskr   r   r   
test_daily  s   zTestPivotTable.test_dailyc                 C   r  )	Nr  r  r   r   r   r   r   r   )r   r   r6   r   rC   r   r	   r=   r  rr   r>   r  r   r   r<   r   rk   rA   rB   )r:   r!  r/  r]   rr   rL   re   r#  r   r   r   test_monthly  s   zTestPivotTable.test_monthlyc                 C   sv   ddd}t |dgt| |d}t |dg| |d}t|| dd |D }t |dg||d}t|| d S )NrV   r@   r  r0   )r=   r<   rW   c                 s   s    | ]}|V  qd S r   r   )r   r  r   r   r   	<genexpr>  s    zGTestPivotTable.test_pivot_table_with_iterator_values.<locals>.<genexpr>)r   rZ   r   rA   rB   )r:   r;   aggspivot_values_listpivot_values_keysagg_values_genpivot_values_genr   r   r   %test_pivot_table_with_iterator_values  s   

z4TestPivotTable.test_pivot_table_with_iterator_valuesc                 C   s   d}t g dg dg dd}|jddd|d	d
gd}tdd|gdd}ddd	d|fddd
d|fg}tj|g dd}t |j||d}t|| d S )NWeekly)baconcheeser.  r/  )r   r   g	@gffffff
@)r   r   rk   rk   )r  costr   r  r   Tr@   max)r=   r>   r   rq  rW   r.  r/  r   )r@   r0  r   )r@   r0  rk   r0  )r1  r0  r   )r1  r0  rk   )NNr   rt   r   )r	   r   r   r   ru   r<   rA   rB   )r:   rq  costsrJ   ixtupsri   rL   r   r   r   /test_pivot_table_margins_name_with_aggfunc_list  s2   z>TestPivotTable.test_pivot_table_margins_name_with_aggfunc_listc                 C   s   t tdtdd tdd d}t g dg dg dg}tg dd	d
|_tg ddd
|_|jdd	d|dd}t|| d S )Nr  r   r.   rc   r   r   r   rQ   r  r  r   r   r   r   r   r   re   r   rf   rd   Tr   r   )	r	   r6   r   r   r=   r>   r   rA   rB   )r:   r?   r\   rL   rJ   r   r   r   test_categorical_margins  s   $z'TestPivotTable.test_categorical_marginsc                 C   s   t tdtdd tdd d}t g dg dg dg}tg dd	d
|_tg ddd
|_|jd|_|jd|_d}t	j
t|d |jdd	d|dd}W d    n1 s`w   Y  t	|| d S )Nr  r   r.   rc   r6  r7  r8  r9  re   r   rf   rY   r   r   rd   Tr:  )r	   r6   r   r   r=   r>   re   r[   rf   rA   r   r   r   rB   )r:   r?   r\   rL   r   rJ   r   r   r   !test_categorical_margins_category,  s   $z0TestPivotTable.test_categorical_margins_categoryc                 C   sl   t g dg dg dg dd}t|ddd}t g d	g d
g ddtg dddd}t|| d S )N)r.   r   r  r  )r   r   rQ   r  )r   r   r   r  )r  r  r  r  r  r3   T)r=   r   )r   r   rQ   )r   g      @r   )r   r   r   r   )r  r  r   r   r   r	   r   r   rA   rB   r:   r\   r]   rL   r   r   r   test_margins_casted_to_float<  s   	z+TestPivotTable.test_margins_casted_to_floatc           	      C   s   t jdddt jg}t jddt jdg}tt|ddg|dt|ddg|dtddd}|jd	d
d|d}tjddg|d
d}tdt jgt jdgg|d}ttddgddg|dd	d|_	t
|| |jd
d|d}tddgg|tdgd}t
|| d S )Nr   r   r0   r1   r|   r   r  )InColValr@  rA  rB  )r=   r>   r<   r?   )r~   rF   r   r   )r;   r>   r   )r>   r<   r?   r   )r;   r>   r=   )r6   r   r	   r   r   r   r   CategoricalIndexr   r=   rA   rB   )	r:   r?   r~   r   r   r\   r]   expected_colsrL   r   r   r   test_pivot_with_categoricalN  s.   z*TestPivotTable.test_pivot_with_categoricalc           	      C   s   t g dg dg dd}|d d|d< d}tjt|d |jd	dd
|dd}W d    n1 s5w   Y  tjg dg dddd}tddgd
d}t	j
ddgddgddggt	jd}t |||d}t|| d S )N)r0   r1   r2   r2   r{   r   )r  r	  Vr  rY   r   r   rF  r	  count)r=   r>   r   rW   r   Fr}   r~   rF   r`   ra   r   r   r   r.   r   r   )r	   r[   rA   r   r   r   r   rC  r   r6   r  r   rB   )	r:   r?   r\   r   r]   r   r   expected_datarL   r   r   r   test_categorical_aggfuncq  s&   
"z'TestPivotTable.test_categorical_aggfuncc           	      C   s   t g dg dg dd}g d}|d dj||d< |jddd	|d
d}tddgd	dd}tj||ddd}ddggddggd  }t |||d}|rV|jdg }t	
|| d S )N)r  r     )JanuaryrL  rL  )r  r  r  )Salesr  r  )rL  FebruaryMarchAprilMayJuneJulyAugust	SeptemberOctoberNovemberDecemberr  rY   rM  r  rV   )r<   r=   r>   r?   rW   r  r  r   r#  FrH  i@  r  r   r/   r   rL  )r	   r[   r   set_categoriesr   r   r   rC  r  rA   rB   )	r:   r?   r\   monthsr]   r   r   rI  rL   r   r   r   %test_categorical_pivot_index_ordering  s4   z4TestPivotTable.test_categorical_pivot_index_orderingc                 C   s(  t g dg dg dd}|jdddgdd	}tjg dg dgddgd
}t g d|dgd}t|| |jddddd}t dtjtjgtjdtjgtjtjdggtg dddtg dddd}t|| |jdddgd	}tdgdgg}t g dtg ddd|d}t|| d S )N)r   r   rQ   )r2   r3   r4   )r   r   r   rR   rS   rU   rT   rV   rj   rt   r   r  r   r   rQ   r   )	r	   r   r   r    rA   rB   r6   r   r   )r:   r\   r]   ry   rL   r   r   r   test_pivot_table_not_series  s    &z*TestPivotTable.test_pivot_table_not_seriesc                 C   sh   d}t dg ditdgtdd}t|dgtd|d}tdd	d
|gddd}t |g d}t|| d S )Nu   Δοκιμήr'   rg   r   r   T)r=   rW   r   rq  r   r.   r   rQ  r	  r   )r	   r   rQ  r   rC   rA   rB   )r:   greekframerJ   r=   rL   r   r   r   test_pivot_margins_name_unicode  s   z.TestPivotTable.test_pivot_margins_name_unicodec                 C   s  t g dg dtdd}t|dddd}td	gd
dggddgddggd dgd}t ddddddd|dd}t|| t|ddddgd}tddgd	gd
dggg dg dg dgg dd}t ddddddddddddd|dd}t|| d S ) Nr&   r)   r/   r   r0   r1   rV   r  r2   r*   r+   r   r   rP  r  r  )r(   r'   r   r  ))r2   r*   )r2   r+   r   r@   r   )r   r   r   r   rT  )NNr1   r   r   r   g@))r@   r2   r*   )r@   r2   r+   )rV   r2   r*   )rV   r2   r+   )r	   r   r   r   r  rA   rB   )r:   r;   r]   r  rL   r   r   r   test_pivot_string_as_func  sD     	z(TestPivotTable.test_pivot_string_as_funcz
f, f_numpyr   c                 C   s   |j dd}t|dd|d}t|trd|n|}d| d}tjt|d	 t|dd|d}W d    n1 s:w   Y  t|| d S )
Nr2   r   r0   r1   r  |zusing DataFrameGroupBy.[]r   )	r   r   
isinstancerZ   joinrA   r   r   rB   )r:   r   f_numpyr;   r]   opsr   rL   r   r   r   test_pivot_string_func_vs_func  s   z-TestPivotTable.test_pivot_string_func_vs_funcc              
   C   s   G dd dt j}| _}|t d| ttdtddd}d}tjt	|d( t
jtd	d |jd
dddd W d    n1 sHw   Y  W d    n1 sWw   Y  W d    d S W d    d S 1 sow   Y  d S )Nc                       s   e Zd Zd fddZ  ZS )zSTestPivotTable.test_pivot_number_of_levels_larger_than_int32.<locals>.MockUnstackerreturnNc                    s   t  j|i | td)NDon't compute final result.)super__init__	Exception)r:   argskwargs	__class__r   r   rk  3  s   z\TestPivotTable.test_pivot_number_of_levels_larger_than_int32.<locals>.MockUnstacker.__init__)rh  N)__name__
__module____qualname__rk  __classcell__r   r   ro  r   MockUnstacker2  s    ru  
_Unstackeri   r   )ind1ind2rG  z$The following operation may generater   ri  rw  rx  rG  r  )reshape_librv  contextsetattrr	   r6   r   rA   r   r   rW  rX  rl  r   )r:   monkeypatchru  ry   r\   r   r   r   r   -test_pivot_number_of_levels_larger_than_int32.  s$   
"z<TestPivotTable.test_pivot_number_of_levels_larger_than_int32c           
      C   s   t g dg dg dd}dd }dd }d	d
 }t|d|||g|d}ddtjtjddgddtjtjddgg}tjg dddggd dgd}t |ddg|d}	|rY|	jdd}	t||	 d S )N)applepeachr~  )r   r   r.   )r   r  r  )fruitsizetastec                 S   s   dS )Nr   r   r   r   r   r   ret_oneO  s   z?TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_onec                 S   s   t | S r   )rV   r   r   r   r   ret_sumR  s   z?TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_sumc                 S   s   t jS r   )r6   r   r   r   r   r   ret_noneU  s   z@TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_noner  r>   rW   r   r   r   r  r  )r  r  r  r~  r  rt   r  r  r   r>   r   )	r	   r   r6   r   r   from_productr   rA   rB   )
r:   r   r\   r  r  r  r]   r;   r   rL   r   r   r   test_pivot_table_aggfunc_dropnaE  s*   (z.TestPivotTable.test_pivot_table_aggfunc_dropnac                 C   s   t g ddtjdgdtjtjgd}t|dd|d}d	tjgdtjgg}td
dgdd}t |ddg|d}|r>|jdd}t|| d S )N)r*   r+   r*   r   r.   r   )r0   rd   re   r0   r@   r  r   r*   r+   r   rd   re   r   r>   r   )r	   r6   r   r   r   r   rA   rB   )r:   r   r\   r]   r;   r   rL   r   r   r   &test_pivot_table_aggfunc_scalar_dropnah  s    z5TestPivotTable.test_pivot_table_aggfunc_scalar_dropnar   c                 C   sj   t g dg dg dg dd}|jdddtj|d	}tg dd
}t tg ddd|d}t|| d S )N)r.   r.   r   r   r.   )rQ   r  r   r  r   )prK  rK  r  rK  )NNNNN)r0   idr2   r3   r0   r3   r  r   r   r   r	  r   )r	   r   r6   r  r   rA   rB   )r:   r   r\   r]   exp_colsrL   r   r   r   test_pivot_table_empty_aggfuncy  s   z-TestPivotTable.test_pivot_table_empty_aggfuncc                 C   sj   dd }t g dg dg dd}tjtdd |jdd	d
|d W d    d S 1 s.w   Y  d S )Nc                 S   s
   t | S r   )r6   r@   )arrr   r   r   rH     s   
z=TestPivotTable.test_pivot_table_no_column_raises.<locals>.aggr   rT  )r   r  r  (   )r  r  Z
notpresentr   r  r  )rW   )r	   rW  rX  r`  r   )r:   rH   r\   r   r   r   !test_pivot_table_no_column_raises  s
   "z0TestPivotTable.test_pivot_table_no_column_raisesc                 C   s   t g dg dg dg dg dd}t|ddgd	d
gdg ddd}tg d}tjg dd	d
gd}tg dg dg dg dg}t |||d}|d tj|d< |d tj|d< t	|| d S )Nr  r  r  r  r  r  r3   r4   r0   r2   r@   )r5  r1  r@   r  )r<   r=   rW   ))r3   r@   r4   r1  )r4   r@   r4   r5  ))r(   r  )r(   r  )r'   r  )r'   r  rt   )r        "@g      @r   )r  r  g      !@r   )r   r   r   r   )g["8@r   g.UUU@r   r  r  r  )
r	   r   r   ru   r6   r  r[   r   rA   rB   )r:   r\   rJ   ri   r=   valsrL   r   r   r   0test_pivot_table_multiindex_columns_doctest_case  s@   z?TestPivotTable.test_pivot_table_multiindex_columns_doctest_casec                 C   s   t g dg dg dg dd}|jddgdd	d
dd}t dtjgdtjgtjdggtddgddtjg dg dgddgdd}t|| d S )N)d1d4d3r_   )   r  "   )2018r  2019)r`   r   numr  r`   r   r  r  rV   F)r=   r>   r<   rW   sortr  r  r  r  r  r   rt   r  )	r	   r   r6   r   r   r   r    rA   rB   r>  r   r   r   test_pivot_table_sort_false  s$   z*TestPivotTable.test_pivot_table_sort_falsec                 C   s   t dddgtddgddd}|jd	d
ddd}t ddgddgddggtg dd	dtjddgd d
gddd}t|| d S )Nr0   r   r.   r   r/   Int64r   )r`   ra   salesra   r`   TrV   rr  r  rB  r   r  r0   r  r   rt   r=   r>   r   )r	   r   r   r   r   ru   rA   rB   r>  r   r   r   !test_pivot_table_nullable_margins  s   z0TestPivotTable.test_pivot_table_nullable_marginsc                 C   sz   t ddgddgddgddgd	}|jd
dgddgdd}t ddgddggddgtjddgd
dgdd}t|| d S )NJohnMichaelFooBar      /   r  )	firstnamelastnameheightager  r  r  r  F)r=   r<   r  g     e@g     G@g     f@g     @@)r  r  )r  r  rt   r  )r	   r   r   ru   rA   rB   r>  r   r   r   0test_pivot_table_sort_false_with_multiple_values  s&   z?TestPivotTable.test_pivot_table_sort_false_with_multiple_valuesc                 C   s   t g dg dg dg dg}g d|_|jdddd	d
dd}t g dg dg dg}g d|_g d|_d|j_d|j_t|| d S )Nr`   rd   r   r`   re   r.   ra   re   r   ra   rf   r   )r   r  r  r   r  r  rV   r   Tr=   r>   r<   rW   rX   r   r   r.   r   r   r   r   r   r   r   rQ   r   r   rd   re   rf   r   r`   ra   r   )r	   r>   r   r=   rF   rA   rB   r>  r   r   r   1test_pivot_table_with_margins_and_numeric_columns	  s    


z@TestPivotTable.test_pivot_table_with_margins_and_numeric_columnsr   c                 C   sh   t ddtddgddd}|jdd	d
d|d}t dggtdgddtdgd	ddd}t|| d S )Nr`   ra   r  r  r  r   )rd   re   r  rd   re   r  r@   )r=   r>   r<   rW   r   r  r   Float64r  )r	   r   r   r   rA   rB   )r:   r   r\   r]   rL   r   r   r   test_pivot_ea_dtype_dropna	  s   
z)TestPivotTable.test_pivot_ea_dtype_dropnac              
   C   s   t dddgtdddgd}td  |jdd	gd
ddd}W d    n1 s+w   Y  t ddgddgddggttg dddttdtddgt	d	dgtj
ddgd d
gdd}t|| d S )Nr0   r   r.   z
2019-12-31g      $@r/   )r`   ra   r   r  ra   r   r`   TrV   rr  r  g      5@rB  r   rd  r	  r  r  rt   r   )r	   r   r  rA   r   r   r   r    r   rQ  ru   rB   r>  r   r   r   !test_pivot_table_datetime_warning%	  s8   
z0TestPivotTable.test_pivot_table_datetime_warningc              
   C   s   t g dg dg dg dg dg dg dg dd}t|ddd	gd
gdd}t ddgddgddgtjdggtddgd
dtjg dddgd gdd	gdd}|r]|d d|d< t	|| d S )Nr  r  r  r  r  )r0   r1   r2   r3   r4   )col5)col6r  r   sevenr3   r0   r1   r  rV   r   r   r   r   r   r   r  r  r   )r(   r(   r'   r'   r*   r+   r.   rt   r  r   )
r	   r   r6   r   r   r   r    r[   rA   rB   )r:   r  r\   r]   rL   r   r   r   )test_pivot_table_with_mixed_nested_tuplesE	  s0   4z8TestPivotTable.test_pivot_table_with_mixed_nested_tuplesc                 C   s   t tdtdtdtdd}tjdd tdD dd tdD tdgdd}tdtj}t|d	 t |ttdd
d|d}|j	d
gdgdgdgd}t
|| d S )Nr   r   c                 S      g | ]}d qS )nuniquer   r  r   r   r   rv  	      zYTestPivotTable.test_pivot_table_aggfunc_nunique_with_different_values.<locals>.<listcomp>c                 S   r  )rb   r   r  r   r   r   rv  	  r  )NNra   rt   )r   r   r   r`   r   r   ra   rb   r  r  )r	   r   r   r    r6   fullr   fill_diagonalr   r   rA   rB   )r:   test	columnvalnparrrL   r]   r   r   r   6test_pivot_table_aggfunc_nunique_with_different_values	  s6   	zETestPivotTable.test_pivot_table_aggfunc_nunique_with_different_values)arq  rr  rs  rW  fixturer;   rM   r^   rn   rz   r   r   r   r   r   r   r   r   r   r   markparametrizer   r   r   r  r  r  r+  r9  r?  rD  r6   r  r   r   rS  rU  rZ  xfailr_  ra  ro  rt  r  r   ru   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r  r  r$  r%  r,  r5  r;  r<  r?  rE  rJ  r[  r\  r_  r`  rV   r@   r   rg  slowr}  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r%   ,   s2   
0% ##



.	


?7
-

	

	"&


$
3	
% [[#,>

#
	4
 Er%   c                   @   s   e Zd Zdd Zdd Zdd Zejde	dgd	d
 Z
dd Zdd Zdd Zejje dddd Zejje dddd Zejje dddd Zdd Zdd Zdd Zdd  Zd!S )"	TestPivotc                 C   s   g dg dg dd}t |}|jdddd}t dd	d
ddd	d
dd}d\|j_|j_t|| |jjdks=J |jjdksEJ |jddd}|jjdksTJ |jjdks\J d S )Nr0   r1   r2   r2   r1   r0   Oner  r  Twor  r  r   r   r   r   r   r   r   r=   r>   r<   r   r   r   r   r  r  r   Nr>   )r	   r  r=   rF   r>   rA   rB   rD   )r:   r;   r^  r  rL   r   r   r   
test_pivot	  s$   

zTestPivot.test_pivotc                 C   s`   t g dg dg dd}tjtdd |jddd	d
 W d    d S 1 s)w   Y  d S )N)r(   r(   r'   r'   r'   )r*   r+   r*   r*   r+   )r   r   r   r   r   r_   zduplicate entriesr   r`   ra   rb   r   )r	   rW  rX  r  r  )r:   r;   r   r   r   test_pivot_duplicates	  s   "zTestPivot.test_pivot_duplicatesc                 C   s>   t g dd}|jdddd}t g g d}tj||dd	 d S )
Nr_   r   r`   ra   rb   r   r   Frb  )r	   r  rA   rB   r>  r   r   r   test_pivot_empty	  s   zTestPivot.test_pivot_emptyr   stringc                 C   s@   t ddg|d}|jdddd}t|jtdd	gd|d
 d S )N)r0   r  A1)r1   r  B2)r;   r   r   r   r.   r   r0   r1   r#  )r	   r  rA   rv   r>   r   )r:   r   r\   r]   r   r   r   test_pivot_integer_bug	  s    z TestPivot.test_pivot_integer_bugc                 C   s   g dg dg dd}t |d}|jddd}t d	d
ddd	d
ddd}d\|j_|j_t|| |jdd}tj	ddgd dgd|_d|j_tj||dd |jjdks]J |jj
dkseJ |jd|_|jddd}d|j_t|| d S )Nr  r  r  r   r=   r>   r<   r>   r<   r   r   r   r   r  r   r   )r<   r  )r<   r  rt   Frb  r  r   )r	   r6  r  r=   rF   r>   rA   rB   r   ru   rD   r  )r:   r;   r^  r]   rL   r   r   r   test_pivot_index_none	  s2   

zTestPivot.test_pivot_index_nonec              
   C   s   t g dg dg dg dg dd}ddg}d	g}|j||d
}t tg ddtjdtjgg dtjdtjdggtjddgddgdtjddgd d	gdd
}t|| |ddgks`J |d	gksgJ d S )N)r   r   r   r.   r.   r.   )r   r   r.   r   r   r.   )r   r.   r   r.   r   r.   rI  r]  )lev1lev2lev3lev4r<   r  r  r  r   )r   r   r   r   r   r   )r   r   r   r   r   r   r   )r   r.   r   r.   rt   )r  r  r<   r<   )	r	   r  r6   r  r   r   r    rA   rB   )r:   r\   r=   r>   r]   rL   r   r   r   0test_pivot_index_list_values_none_immutable_args

  s<   	z:TestPivot.test_pivot_index_list_values_none_immutable_argsc                 C   sL   t dgdd}tjtdd |  W d    d S 1 sw   Y  d S )Nr   r  z(missing 1 required keyword-only argumentr   rV  )r:   r\   r   r   r   test_pivot_columns_not_given0
  s   
"z&TestPivot.test_pivot_columns_not_givenzNone is cast to NaNr[  c                 C   s   t dgddd}|jd d}t dgdd}t|| |jd dd}t d	ditdgdd
d}t|| |jd ddd}t dditdgdd
d}t|| d S )Nr   r.   r   Nra   rb   r   ))ra   r   rb   r   ra   r  r  r   r   rb   r>   r=   r<   )r	   r  rA   rB   r   r>  r   r   r   test_pivot_columns_is_none6
  s   z$TestPivot.test_pivot_columns_is_nonec                 C   s   t dgddd}|jdd d}t ddidgd}d dg|j_t|| |jdd d	d
}t ddgtdgddd}t|| d S )Nr   r.   r   r  ra   r  )rb   r.   r   rb   r  r   r   )r	   r  r>   rD   rA   rB   r   r>  r   r   r   test_pivot_index_is_noneF
  s   z"TestPivot.test_pivot_index_is_nonec                 C   s   t dgddd}|jddd d}t dtdgddtdgddd	}t|| |jdd d
}t ddgtdgddd	}t|| d S )Nr   r.   r   r  ra   rb   r  r   r   r  r   )r	   r  r   rA   rB   r>  r   r   r   test_pivot_values_is_noneT
  s   z#TestPivot.test_pivot_values_is_nonec                 C   s>   t dgddd}|jdd}|jddd	d
 t|| d S )Nr`   r   r   )r*   r+   threeT)deepr*   r+   r  r   )r	   r  r  rA   rB   )r:   r\   rL   r   r   r   "test_pivot_not_changing_index_namec
  s   z,TestPivot.test_pivot_not_changing_index_namec                 C   sB   t g g dd}|jddddd}tg ddd	}t|j| d S )
N)r`   ra   r  r   r`   ra   r  rG  r  rQ  r	  )r	   r   r   rA   rv   r>   r:   r\   r  rL   r   r   r   .test_pivot_table_empty_dataframe_correct_indexj
  s   z8TestPivot.test_pivot_table_empty_dataframe_correct_indexc                 C   s   t dddddddddd	d
dg}t|d |d< td |jddgdgddd}W d    n1 s8w   Y  tjdt	ddfdt	ddfdt	ddfdgddgd}t
|j| d S )Nrd   z
2023-01-01r   )r`   date_strrp   re   z
2023-01-02r.   rf   z
2023-01-03r   r  r   Fr`   rp   rV   T)r=   r<   rW   r   z2023-01-01 00:00:00z%Y-%m-%d %H:%M:%Sz2023-01-02 00:00:00z2023-01-03 00:00:00r{  rt   )r	   r   to_datetimerA   r   r   r   ru   r   strptimerv   r=   r  r   r   r   0test_pivot_table_handles_explicit_datetime_typesr
  s*   


	z:TestPivot.test_pivot_table_handles_explicit_datetime_typesc                 C   s~   t g dg dg dg dg}|jdddddd	d
}t g dg dg dgtg dddtg dddd}t|| d S )Nr  r  r  r  r   r   r.   rV   Tr  r  r  r  r  r   r  r  r=  r>  r   r   r   6test_pivot_table_with_margins_and_numeric_column_names
  s    z@TestPivot.test_pivot_table_with_margins_and_numeric_column_namesN)rq  rr  rs  r  r  r  rW  r  r  rQ  r  r  r  r  r  r   r  r  r  r  r  r  r  r   r   r   r   r  	  s&    
$&


r  )'r   r   r   	itertoolsr   r  numpyr6   rW  pandas._configr   pandas.errorsr   pandasr   r   r	   r
   r   r   r   r   r   pandas._testing_testingrA   pandas.api.typesr   pandas.core.reshaper   ry  pandas.core.reshape.pivotr   r  r   r   r$   r%   r  r   r   r   r   <module>   sL    (

,
                   