o
    ҷhc                    @   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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 de"ddfgddd Z#G dd dZ$G dd dZ%dS )    )datedatetime	timedelta)productN)PerformanceWarning)Categorical	DataFrameGrouperIndex
MultiIndexSeriesconcat
date_range)CategoricalDtype)reshapepivot_tableTF)paramsc                 C   s   | j S N)param)request r   R/var/www/html/venv/lib/python3.10/site-packages/pandas/tests/reshape/test_pivot.pydropna   s   r            c                 C   s   | j \}}ttj|||S r   )r   r   pdIntervalIndexfrom_arrays)r   closedleftrightr   r   r   interval_values$   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@ejdeAdddd ZBejdeAdddd ZCdd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNejdd\e jOfdWe jPfde jQfd\dWge jOe jPgfd\dge jOe jQgfddWge jQe jPgfgdd ZRejjSdd ZTdd ZUdd ZVejdd.d/gdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\ddĄ Z]ejdd.d/gddǄ Z^ddɄ Z_dd˄ Z`dd̈́ ZadS )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 )
Nr/   r0   r1   r2   )valuesindexcolumnsobserved)r;   r<   r>   r   r   mean)r   tmassert_frame_equallenr<   namestuplenamer=   groupbyaggunstack)r9   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col3rR   rT   rS   sumr   )r<   r;   r=   aggfunc
fill_valuecategory)r<   r;   r=   rV   rW   r>   )
r   listr   r<   astyper=   rR   rS   r@   rA   )r9   r>   dfrK   resultr   r   r   +test_pivot_table_categorical_observed_equalx   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;   rh   rU   )r=   rV   r<   rV   r;   r?   )r   r   Tr@   rA   )r9   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   r/   r0   r1   i[ i] i\ i^ r_   r`   ra   di i  i@B )amountcustomermonthr   quantityrr   rq   rp   r   F)r   ))r/   r_   )r/   r`   )r/   ra   )r/   rn   )r0   r_   )r0   r`   )r0   ra   )r0   rn   )r1   r_   )r1   r`   )r1   ra   )r1   rn   rC   )r   r   r   from_tuplesr@   assert_index_equalr=   r<   )r9   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}t|d	d
dgdd}tj||gd
dgd}td	g di|d}t|| d S )Nr_   r_   r`   r`   )r_   r`   re   T
categoriesordered)ra   rn   ra   rn   )ra   rn   rd   r   r-   r   r   )r/   r0   r;   r;   r/   r0   )r;   r<   r   rs   )      ?       @      @      @r<   )r   r   r   r   r   r@   rA   )r9   cat1cat2r[   r\   	exp_indexrK   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}|d t|dd	|d< |jd
dd|d}tg ddd}|t|dd	}tg dd
d}t g dg dg dg||d}|s_|jt|dd}t	|| d S )Nr_   r`   ra   rn   )	r_   r_   r_   r`   r`   r`   ra   ra   ra   )	r   r-   r   r   r-   r   r   r-   r   r   	   r/   r0   r1   r/   Fr}   r0   r1   )r<   r=   r;   r   r^   rE   rf   )        r         @)r   r         @)r         @       @r<   r=   r=   float)
r   rangerZ   CDTr   r   reindexr   r@   rA   )r9   r   r|   r[   r\   expected_columnsexpected_indexrK   r   r   r   $test_pivot_table_dropna_categoricals   s(   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}|jdd|d	}|r)d
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   r/   r0   r/   r0   r<   r;   r   r   r   r   r   r   r   r   )r   r   r   r   )	r   r   r5   nanr   r
   
from_codesr@   rA   )r9   r   r[   r\   r;   codesrK   r   r   r   %test_pivot_with_non_observable_dropna   s2   


z4TestPivotTable.test_pivot_with_non_observable_dropnac                 C   s   t tg dg dddtdd}|jdd|d	}t dg d
ittjg dg dddddd}|s=|d t|d< t	|| d S )N)r!   r   r   r   r   )r   r   r!   Tr{   rP   r   r/   r0   r   r   )r   r   r-   r   r   )
r   r   r   r   r
   r   rZ   r   r@   rA   r9   r   r[   r\   rK   r   r   r   /test_pivot_with_non_observable_dropna_multi_cat  s,   
	z>TestPivotTable.test_pivot_with_non_observable_dropna_multi_catc                 C   sX   t |dd}|jdd|d}t ddit| ddd}|s$|t}t|| d S )	Nr   r   r/   r0   r   r   r   r   )r   r   r
   uniquerZ   r   r@   rA   )r9   r#   r   r[   r\   rK   r   r   r   test_pivot_with_interval_index+  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}t	|dddddd}|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_   r`   r_   r`   Tr   F)	ascendingr   r1   r0   r/   rU   r<   r=   r;   rV   marginsAll)r      
   r   r-   r   )r<   rE   r   )r   r   r   r   r5   arangeintpr   sort_valuesr   r   r
   Intervalr@   assert_series_equal)r9   ordered_catr[   	pivot_tabr\   rK   r   r   r   &test_pivot_with_interval_index_margins6  s(   
 z5TestPivotTable.test_pivot_with_interval_index_marginsc                 C   s4   |j d|j|jd}|j dddd}t|| d S )Nr2   r   r/   r1   )r   r/   r1   r@   rA   r9   r:   r\   rK   r   r   r   test_pass_arrayP  s   zTestPivotTable.test_pass_arrayc                 C   s<   |j ddd |jd}|j d|jd dd}t|| d S )Nr2   c                 S   s   | d S )NrP   r   rc   r   r   r   <lambda>V  s    z3TestPivotTable.test_pass_function.<locals>.<lambda>r   rP   r1   )r   r1   r<   r@   rA   r   r   r   r   test_pass_functionU  s   z!TestPivotTable.test_pass_functionc                 C   sD   ddg}d}t |||d}|||g d }t|| d S )Nr/   r0   r1   r   r?   )r   rF   rG   rH   r@   rA   )r9   r:   r<   r=   rI   rK   r   r   r   test_pivot_table_multipleZ  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   rU   )r;   r<   r=   rW   rV   r-   abr   r   )      ?      @      @      @float64r?   )
r   dtypesr   r   r5   r   r
   rY   r@   r   )r9   fre   r\   rK   r   r   r   test_pivot_dtypesa  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 )NrP   r   r   r-   r   )r   r   r   r   r<   r<   r=   r;   c                 S   s   i | ]}|t d qS )r   )r5   r   ).0colr   r   r   
<dictcomp>      z=TestPivotTable.test_pivot_preserve_dtypes.<locals>.<dictcomp>)r5   r   r   r   reset_indexr   dictr   )r9   r=   r;   r   r[   df_resr\   rK   r   r   r   test_pivot_preserve_dtypes  s   

z)TestPivotTable.test_pivot_preserve_dtypesc                 C   sf  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dt dfg}d dg|_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   r/   rO   r   r   )r/   r   )r/   r-   r   )levelr   r   r   r-   r   r   r2   rP   )freqperiods)r/   dtr   M)keyr   z
2011-01-31      
@r   r   z
2011-12-31)r   DatetimeIndexr   r   r<   rq   dayr   rt   
set_levelslevelsrZ   r5   int32r   r
   r@   rA   r   r	   	TimestamprC   )r9   idxr[   resexp_columnsexpr   r   r   test_pivot_no_values  sF   
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 )Nr2   r3   r/   r0   r1   r   )r;   r<   r=   rW   r4   r   axis)r<   r=   rW   )r   dropr@   rA   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 )Nr2   r3   r/   r0   r1   r;   r<   r=   rV   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 )Nr2   r3   r/   r0   r1   T)r;   r<   r=   rV   r   r   r   r   r   r   r     s    )r   r@   rA   )r9   r:   r   r\   meansstdsrK   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_   r`   ra   r   r  r   r  r	  r   r   )	r5   r   r   pivotr   r
   r@   rA   rj   )r9   r   r   r[   r\   rK   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   r2   )r   r   d   )r_   ra   r_   z
2014-02-02r`   )r   r_   )r   r_   r   r`   )r   r`   ra   r   )r   r   r5   r   r   r   r   locr
  notnar;   rU   rB   iterrowsr@   rA   rj   )r9   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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gtjddd	tjddd	d
}|d dd |d< |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}|r|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 )N  r   r   r   r-     r   r   r   )dt1dt2data1data2r  c                 S      t j| ddS N
US/Pacifictzr   r   rn   r   r   r   r   5      z3TestPivotTable.test_pivot_with_tz.<locals>.<lambda>r  c                 S   r  N
Asia/Tokyor  r!  r"  r   r   r   r   6  r#  r  r  r  r  z2014/01/01 09:00z2014/01/02 09:00r%  )rE   r   r   r-   r   r-   r   r   r   r   z2013/01/01 09:00z2013/01/02 09:00r  r   r   r  r   )r   r   r5   r   applyr
   r   r   r   r   r
  r@   rA   r9   r   r[   exp_col1exp_col2exp_colrK   r  r   r   r   test_pivot_with_tz  s\   



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 13:00:00-0700r  r  )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 13:00:00-0700r1  c                 S   s   | j dddddS )Nr   )hourminutesecondmicrosecond)replacer   r   r   r   r   w  s    z8TestPivotTable.test_pivot_tz_in_values.<locals>.<lambda>r0  minr   r   z2016-08-12 00:00:00z2016-08-25 00:00:00r   )r   r   r   	set_indexr   r1  mapr   r
   r   r@   rA   )r9   r[   minsr\   rK   r   r   r   test_pivot_tz_in_values[  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
2013-01-01r2   z
2013-01-02z2013-01r   z2013-02r   r   r   )p1p2r  r  r&  r-   r=  )rE   r   r'  r(  r<  r   r   r   r   r  r   )r   r   Periodr5   r   r
   PeriodIndexr   r   r
  r@   rA   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_   r`   rc   r   r-   r   r_   r   r   r`   )r:   r<   r=   rc   T)r<   r=   r;   r   )r   r   r>  r
   r   r@   rA   )r9   r[   rK   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 S )Nr)   r)   r)   r*   r*   r*   r/   r0   r1   r/   r0   r1   r   r-   r   r   rP   r  rc   rd   re   qwtr&   r'   rE  rF  r&   r'   r   )r   r-   r   rc   rd   re   )r   rP   r  rK  rL  rM  r)   r*   r:   rE   rE  rF  r   )r   r   r   r   r   r   )r   r   r-   r   r   r-   r   r   rC   objectr:   r<   r=   r   )r   r
  r   r
   r   r@   rA   	r9   r;   r   r[   r\   r:   r<   r=   rK   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 S )NrG  rH  rI  rJ  rN  rF  r&   r   r/   r   r1   r  r0   rP   r   r-   r   )rK  rM  rL  rc   rd   re   rO  r'   rE  r)   r*   r   r   r   r   r   rP  rQ  rR  )	r   r
  r   r5   r   r
   r   r@   rA   rS  r   r   r   %test_pivot_with_list_like_values_nans  s2   	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^   rf   rQ   z=pivot\(\) missing 1 required keyword-only argument: 'columns'matchrR   rT   )r<   r;   r   pytestraises	TypeErrorr
  )r9   r[   msgr   r   r   #test_pivot_columns_none_raise_error'  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   rP   r   )r)   r/   r   rc   )r)   r0   r-   rd   )r)   r1   r   re   )r*   r/   r   rK  )r*   r0   rP   rL  )r*   r1   r  rM  r'   rE  firstr4  r   rU  )r   r   rQ  rR  )r'   ra  )r'   r4  )rE  ra  r   r   r   r)   r*   r   r-   rP   r   r  r   )r
   r   r   r
  r   r   r@   rA   )r9   r   r<   r:   r=   r[   r\   rK   r   r   r   test_pivot_with_multiindex.  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^\('bar', 'baz'\)$rW  rF  r&   )r'   rE  r   )r   rZ  r[  KeyErrorr
  r   )r9   r   r[   r   r   r   test_pivot_with_tuple_of_valuesX  s   "z.TestPivotTable.test_pivot_with_tuple_of_valuesr/   r0   r1   r   c                 C   s   |j |jd d |f }|||  }tj||dd |j|ks$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<   rF   r?   r@   r   rE   
sort_indexiloc)r9   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_outputj  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 )Nr2   r/   r0   r1   Tr?   )r;   r<   r=   r   rV   Totals)r;   r<   r=   r   rV   margins_name)rk  r<   r=   r   rV   r   )r   rr  r=   r   )r9   r:   r\   rI   	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->object]rW  AABBTr?   )r<   r   rV   CCr   r   rg  )DDEEFF)
r=   reescaperZ  r[  r\  r   r   r  r?   )r9   r:   r]  rI   rv  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   rU   )r         rP   r  r.   )          r.   r.   r  ))r'   r)   )r'   r*   )r'   r   )r&   r)   )r&   r*   )r&   r   rs   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   rP   r  r   	r-   r   rP   rP   r  r     r   r   r/   r0   r1   r2   r3   rU   rz  rW  T)r=   r   rV   r0   r   r1   r2   r3   r   )r   r  r  rZ  r[  r\  r   r   r
   r@   rA   )	r9   r=   rV   r;   r   r[   r]  r\   rK   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)r2   r3   r4   r'   r&   r)   r*   r~  r   rs   )      r   r   -   )!   r   $   3   x   r+   r,   r   r1   r   r   r+   r,   r   r2   r/   r0   TrU   r   r;   r<   r=   r   rV   rW   )copyr5   r   rB   r   rZ   rY   r   r   rt   r   rename_axisr   r@   rA   )r9   r:   r[   mi_valmirK   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   rs   )r   r   r-   r   rP   )r-   r   r-   r-   r  r  r   r1   r   r   r+   r,   r   r2   r/   r0   Tr   r  )
rY   r   r   rt   r   r  r   rB   r@   rA   )r9   r:   r  r  rK   r\   r   r   r   test_margins_dtype_len  s"   	z%TestPivotTable.test_margins_dtype_lenrh   ))r   r-   r_   r`   r  )r_   r   c                 C   sn   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d
}t|| d S )Nr   rf   r   r   )r   rP   r  )r;   r=   )r   r   r   ))r   r   )r-   r-   )r   r   rs   r=   r<   )r   r   r   rt   r
   r@   rA   )r9   rh   df2r\   rK   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   r0   r1   F)r<   r   r   )
r   r   r5   r6   r7   r8   r   r<   r   equals)r9   dtir[   r\   r   r   r   test_pivot_table_retains_tz/  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   r"  r   r   ry  F  r   z=TestPivotTable.test_pivot_integer_columns.<locals>.<listcomp>r	  r   r   )r   r   r   r-   )r;   r<   r=   r   4)0132Fre  )r   r7  rY   r   r   r   r   renamestrr@   rA   )r9   r:   r[   rI   r  rJ   r   r"  r   test_pivot_integer_columns=  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_   r`   r`   r`   r`   r-   )r   r   r   r   r   r   r   r   r&   r   r'      )r_   r`   ra   valuer  r_   r`   ra   r   r^   r   all)r   how)r   r5   r6   r7   r8   r   rF   r?   rH   r   r@   rA   )r9   r:   rI   groupedrK   r   r   r   test_pivot_no_level_overlapR  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=   rV   )r5   r   rQ  intr   arrayemptyr6   r7   integersrB   r   r   yearrq   r   	lognormalr   r   r=   is_monotonic_increasing)
r9   nr   productsitemsiproductdrdatesr[   pivotedr   r   r   test_pivot_columns_lexsortedd  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   rU   r2   r3   r/   r0   r  )rF   rG   rH   r   r@   rA   )r9   r:   r   rK   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 )Nr/   r0   T)r<   rV   r   r   )r   rB   tolistrU   )r9   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   r/   r0   r1   Tr<   r=   rV   r   r   r   r   r         &@r   rB   r   r  r9   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 )Nr/   r0   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_   r`   ra   rn   er   ghr   jrx  r2   r/   r0   r1   r2   r/   r0   r1   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_   r`   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 stringrW  r2   r/   r0   r1   T)r;   r<   r=   r   rt  )rZ  r[  
ValueErrorr   )r9   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   rP   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  rU   r<   r=   r;   rV   r   r  r   6MSCarlr   r   z#'The grouper name foo is not found'rW  r&   )r   r   zThe level foo is not valid)r   splitr   r8  r5   r  r   r   r   r<   rE   r=   r   r	   r@   rA   rj   r   rZ   r   rZ  r[  rc  r  )r9   using_array_managerr[   rK   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   rP   r   r	  r-   r  r  r   r  r      )r  r  r  r  PayDayr   r  r  r  r  rU   r  r   r  r  r   r   rs   r/   r0   r  )r   r   r   r   r	   r5   r  r   r   r   r   r<   rE   r=   r@   rA   rj   r   rt   )r9   r[   r\   rK   tuplesr   r   r   r   test_pivot_timegrouper_double}  s   





	



(

&z,TestPivotTable.test_pivot_timegrouper_doublec                 C   s  g d}g d}t g d||tjdddddgd	 d
}|d dd |d< |d dd |d< tj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$d  d}t||gdd,}t	|dgdgdd-gd.d/gd0}	t
|	| d S )1N2011-07-19 07:00:002011-07-19 08:00:002011-07-19 09:00:00r  r	  r
  2013-01-01 15:00:00r  r  2013-02-01 15:00:00r  r  r_   r_   r_   r`   r`   r`   r  r   r   r   r-   r   labelr  r  value1value2r  c                 S   r  r  r!  r"  r   r   r   r     r#  z7TestPivotTable.test_pivot_datetime_tz.<locals>.<lambda>r  c                 S   r  r$  r!  r"  r   r   r   r     r#  )r  r	  r
  r  )r   rE   r  r_   r`   r  r   r   r   r   r   r   r   r   r   )rU   rU   rU   rU   r?   r?   r?   r?   )r  r  r  r  r  r  r   r%  )r   r   r   r-   )r   r   r-   r   )r-   rP   r   r-   )r   r   r   r   )r   r   r   r   )r   r   r   r   r   r  rU   r?   r  )r   r5   r   r)  r   r   r
   r   r   r   r@   rA   r  r   )r9   dates1dates2r[   exp_idxr+  r,  r-  rK   r\   exp_col3	expected1	expected2r   r   r   test_pivot_datetime_tz  s~   
	



z%TestPivotTable.test_pivot_datetime_tzc              
   C   sR  g d}g d}t g d||tjdddddgd	 d
}|d dd |d< |d d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$d	dtjdtjgtjtjtjd%tjd&ggd'd(g|d}t	
|| d S ))Nr  r  r  r  r   r   r   r-   r   r  r  c                 S   
   t | S r   r!  r"  r   r   r   r   q     
 z6TestPivotTable.test_pivot_dtaccessor.<locals>.<lambda>r  c                 S   r  r   r!  r"  r   r   r   r   r  r  r  r  r   r_   r`   r   r   r   r   r   r   r   )r   r  r   r   rE   r   )r   r   r  r  r   r   rs   )r   r   r   r   r   r   r  )Xr  r  r  Yr  r   r   rP   r  r  )r   r5   r   r)  r   r   r2  r
   r   r@   rA   rq   r  r;   r   r   r  r   )r9   r  r  r[   r\   r  rK   r-  r   r   r   test_pivot_dtaccessorV  s~   
	*z$TestPivotTable.test_pivot_dtaccessorr   r   io  c                 C   s   t dddd}ttjdt||d}tt||j	j
|j	jd}|jd|_t|j	j}|||k }|j	j
|_	||  }tj||d	d
 |j|ksQJ d S )N1/1/2000
12/31/2004r2   r   r-   r   r   r   Fre  )r   r   r5   r6   r7   r8   rB   r   r   r<   r  	dayofyearr=   	droplevelasarrayr   r@   r   rE   )r9   r   rngr1  annualdoysubsetr\   r   r   r   
test_daily  s   
zTestPivotTable.test_dailyr  c                 C   s   t dddd}ttjdt||d}tt||j	j
|j	jd}|jd|_|j	j}|||k }|j	j
|_	||  }tj||d	d
 |j|ksNJ d S )Nr   r!  r   r   r-   r   r   r   Fre  )r   r   r5   r6   r7   r8   rB   r   r   r<   r  rq   r=   r#  r   r@   r   rE   )r9   r   r%  r1  r&  rq   r(  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 )NrU   r?   r  r/   )r<   r;   rV   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   rY   r   r@   rA   )r9   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	d|fddd
d|fg}tj|g dd}t |j||d}t|| d S )NWeekly)baconcheeser3  r4  )r   r   g	@gffffff
@)r   r   rj   rj   )r  costr   r  r   Tr?   max)r<   r=   r   rt  rV   r3  r4  rQ  r  )r?   r5  r   )r?   r5  rj   r5  )r6  r5  r   )r6  r5  rj   )NNr   rs   r   )r   r   r
   r   rt   r;   r@   rA   )r9   rt  costsrI   ixtupsrh   rK   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-   rb   r   r   r   rP   r  r  r   r   r   r   r   r   rd   r   re   rc   Tr   r   )	r   r5   r   r
   r<   r=   r   r@   rA   r9   r>   r[   rK   rI   r   r   r   test_categorical_margins  s   $z'TestPivotTable.test_categorical_marginsc                 C   s   t tdtdd tdd d}t g dg dg dg}tg dd	d
|_tg ddd
|_|jd|_|jd|_|j	dd	d|dd}t
|| d S )Nr  r   r-   rb   r;  r<  r=  r>  rd   r   re   rX   rc   Tr?  )r   r5   r   r
   r<   r=   rd   rZ   re   r   r@   rA   r@  r   r   r   !test_categorical_margins_category  s   $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   rP   r  )r   r   r   r  )r  r  r  r  r  r2   T)r<   r   )r   r   rP   )r   g      @r   )r   r   r   r   )r  r  r   r   r   )r   r   r
   r@   rA   r9   r[   r\   rK   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   r/   r0   r{   r   r  )InColValrE  rF  rG  )r<   r=   r;   r>   )r}   rE   r   r   )r:   r=   r   )r=   r;   r>   r   )r:   r=   r<   )r5   r   r   r   r   r   r   CategoricalIndexr
   r<   r@   rA   )	r9   r>   r}   r   r   r[   r\   expected_colsrK   r   r   r   test_pivot_with_categorical/  s.   z*TestPivotTable.test_pivot_with_categoricalc                 C   s   t g dg dg dd}|d d|d< |jddd|d	d
}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)r/   r0   r1   r1   rz   r~   )r  r  Vr  rX   rK  r  count)r<   r=   r   rV   r   Fr|   r}   rE   r_   r`   r   r   r   r-   r   r   )r   rZ   r   r   rH  r
   r5   r  r   r@   rA   )r9   r>   r[   r\   r   r   expected_datarK   r   r   r   test_categorical_aggfuncR  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     )JanuaryrQ  rQ  )r  r  r  )Salesr  r  )rQ  FebruaryMarchAprilMayJuneJulyAugust	SeptemberOctoberNovemberDecemberr  rX   rR  r  rU   )r;   r<   r=   r>   rV   r  r  r   )rE   r   FrM  i@  r  r   r.   r   rQ  )r   rZ   r   set_categoriesr   r
   r   rH  r  r@   rA   )	r9   r>   r[   monthsr\   r   r   rN  rK   r   r   r   %test_categorical_pivot_index_orderingf  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   rP   )r1   r2   r3   )r   r   r   rQ   rR   rT   rS   rU   ri   rs   r   r  r   r   rP   r   )	r   r   r   r   r@   rA   r5   r   r
   )r9   r[   r\   rx   rK   r   r   r   test_pivot_table_not_series  s    &z*TestPivotTable.test_pivot_table_not_seriesc                 C   sZ   d}t dg di}t|dgtd|d}tddd|gd	dd
}t |g d}t|| d S )Nu   Δοκιμήr&   rf   T)r<   rV   r   rt  r   r-   r   rQ  r  r   )r   r   rB   r
   r@   rA   )r9   greekframerI   r<   rK   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   r/   r0   rU   r  r1   r)   r*   r   r   rP  r  r  )r'   r&   r   r	  ))r1   r)   )r1   r*   r   r?   r   )r   r   r   r   rU  )NNr0   r   r   r   g@))r?   r1   r)   )r?   r1   r*   )rU   r1   r)   )rU   r1   r*   )r   r   r   r   r  r@   rA   )r9   r:   r\   r  rK   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 )
Nr1   r   r/   r0   r  |zusing DataFrameGroupBy.[]rW  )	r   r   
isinstancerY   joinr@   assert_produces_warningFutureWarningrA   )r9   r   f_numpyr:   r\   opsr]  rK   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)r9   argskwargs	__class__r   r   rr    s   z\TestPivotTable.test_pivot_number_of_levels_larger_than_int32.<locals>.MockUnstacker.__init__)ro  N)__name__
__module____qualname__rr  __classcell__r   r   rv  r   MockUnstacker  s    r|  
_Unstackeri   r   )ind1ind2rL  z$The following operation may generaterW  rp  r~  r  rL  r  )reshape_libr}  contextsetattrr   r5   r   r@   rj  r   rZ  r[  rs  r   )r9   monkeypatchr|  rx   r[   r]  r   r   r   -test_pivot_number_of_levels_larger_than_int32  s$   
"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_one.  s   z?TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_onec                 S   s   t | S r   )rU   r   r   r   r   ret_sum1  s   z?TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_sumc                 S   s   t jS r   )r5   r   r   r   r   r   ret_none4  s   z@TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_noner  r=   rV   r   r   r   r  r  )r  r  r  r  r  rs   r  r  r   r=   r   )	r   r   r5   r   r   from_productr   r@   rA   )
r9   r   r[   r  r  r  r\   r:   r   rK   r   r   r   test_pivot_table_aggfunc_dropna$  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   )r/   rc   rd   r/   r?   r  r   r)   r*   r   rc   rd   r   r=   r   )r   r5   r   r   r
   r   r@   rA   )r9   r   r[   r\   r:   r   rK   r   r   r   &test_pivot_table_aggfunc_scalar_dropnaG  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-   )rP   r  r   r  r   )prK  rK  r  rK  )NNNNN)r/   idr1   r2   r/   r2   r  r   r   r   r  r   )r   r   r5   r  r
   r@   rA   )r9   r   r[   r\   exp_colsrK   r   r   r   test_pivot_table_empty_aggfuncX  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   r  r   )r5   r?   )arrr   r   r   rG   l  s   
z=TestPivotTable.test_pivot_table_no_column_raises.<locals>.aggr   rU  )r   r	  r  (   )r  r  Z
notpresentrW  r  r  )rV   )r   rZ  r[  rc  r   )r9   rG   r[   r   r   r   !test_pivot_table_no_column_raisesj  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  r2   r3   r/   r1   r?   )r7  r6  r?   r  )r;   r<   rV   ))r2   r?   r3   r6  )r3   r?   r3   r7  ))r'   r  )r'   r  )r&   r  )r&   r  rs   )r        "@g      @r   )r  r  g      !@r   )r   r   r   r   )g["8@r   g.UUU@r   r  r  r  )
r   r   r   rt   r5   r  rZ   r   r@   rA   )r9   r[   rI   rh   r<   valsrK   r   r   r   0test_pivot_table_multiindex_columns_doctest_cases  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  rU   F)r<   r=   r;   rV   sortr  r  r  r  r  r   rs   r  )	r   r   r5   r   r
   r   r   r@   rA   rC  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 )Nr/   r   r-   r   r.   Int64r   )r_   r`   salesr`   r_   TrU   ru  r  rC  r   r  r/   r  r   rs   r<   r=   r   )r   r   r   r
   r   rt   r@   rA   rC  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  rs   r  )r   r   r   rt   r@   rA   rC  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_   rc   r   )r_   rd   r-   )r`   rd   r   )r`   re   r   )r   r	  r  r   r	  r  rU   r   T)r<   r=   r;   rV   rW   r   )r   r-   r   r   )r   r   r   r   )r   rP   r   r   )rc   rd   re   r   )r_   r`   r   )r   r=   r   r<   rE   r@   rA   rC  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_   r`   r	  r  r  r   )rc   rd   r  rc   rd   r  r?   )r<   r=   r;   rV   r   r  r   Float64r  )r   r   r   r
   r@   rA   r   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 )Nr/   r   r-   z
2019-12-31g      $@r.   )r_   r`   r   r  r`   r   r_   TrU   ru  r  g      5@rC  r   rg  r  r  r  rs   r   )r   r   r   r@   rj  r   r   r   r
   rQ  rt   rA   rC  r   r   r   !test_pivot_table_datetime_warning	  s8   
z0TestPivotTable.test_pivot_table_datetime_warningc              
   C   s   t g dg dg dg dg dg dg dg dd}t|ddd	gd
gdd}t ddgddgddgtjdggtddgd
dtjg dddgd gdd	gdd}|r]|d d|d< t	|| d S )Nr  r  r  r  r  )r/   r0   r1   r2   r3   )col5)col6r  r   sevenr2   r/   r0   r  rU   r   r   r   r   r   r   r  r  r   )r'   r'   r&   r&   r)   r*   r-   rs   r  r   )
r   r   r5   r   r
   r   r   rZ   r@   rA   )r9   r  r[   r\   rK   r   r   r   )test_pivot_table_with_mixed_nested_tuples$	  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   ry  u	      zYTestPivotTable.test_pivot_table_aggfunc_nunique_with_different_values.<locals>.<listcomp>c                 S   r  )ra   r   r  r   r   r   ry  v	  r  )NNr`   rs   )r   r   r   r_   r   r   r`   ra   r  r  )r   r   r   r   r5   fullr   fill_diagonalr
   r   r@   rA   )r9   test	columnvalnparrrK   r\   r   r   r   6test_pivot_table_aggfunc_nunique_with_different_valuesi	  s6   	zETestPivotTable.test_pivot_table_aggfunc_nunique_with_different_values)brx  ry  rz  rZ  fixturer:   rL   r]   rm   ry   r   r   r   r   r   r   r   r   r   r   markparametrizer   r   r   r   r  r  r.  r;  r@  rD  r5   r  r   r
   rT  rV  r^  xfailrb  rd  rr  rw  r  r   rt   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r)  r*  r1  r:  rA  rB  rD  rJ  rO  r`  ra  rd  re  rU   r?   r   rn  slowr  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r$   *   s6   
0%!#



*	


;7
-

	

	!&


$
3	
% ZY

#,>

#
	4
 Er$   c                   @   st   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd ZdS )	TestPivotc                 C   s   g dg dg dd}t |}|jdddd}t dd	d
ddd	d
dd}d\|j_|j_t|| |jjdks=J |jjdksEJ |jddd}|jjdksTJ |jjdks\J d S )Nr/   r0   r1   r1   r0   r/   Oner  r  Twor  r  r   r   r   r   r   r   r   r<   r=   r;   r   r   r   r   r  r  r   Nr=   )r   r
  r<   rE   r=   r@   rA   rC   )r9   r:   rc  r  rK   r   r   r   
test_pivot	  s$   

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 entriesrW  r_   r`   ra   r   )r   rZ  r[  r  r
  )r9   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_   r`   ra   r   r   Fre  )r   r
  r@   rA   rC  r   r   r   test_pivot_empty	  s   zTestPivot.test_pivot_emptyc                 C   sD   t ddgd}|jdddd}t| t|jtdd	gdd
 d S )N)r/   r  A1)r0   r  B2r   r   r   r-   r   r/   r0   r   )r   r
  reprr@   ru   r=   r
   )r9   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  rs   Fre  r  r   )r   r8  r
  r<   rE   r=   r@   rA   r   rt   rC   r#  )r9   r:   rc  r\   rK   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-   rs   )r  r  r;   r;   )	r   r
  r5   r  r   r   r   r@   rA   )r9   r[   r<   r=   r\   rK   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 argumentrW  rY  )r9   r[   r   r   r   test_pivot_columns_not_given
  s   
"z&TestPivot.test_pivot_columns_not_givenc                 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   Nr`   ra   r   ))r`   r   ra   r   r`   r  r  r   r   ra   r=   r<   r;   )r   r
  r@   rA   r
   rC  r   r   r   test_pivot_columns_is_none
  s   z$TestPivot.test_pivot_columns_is_nonec                 C   s   t dgddd}|jdd d}t ddidgd}d dg|j_t|| |jdd d	d
}t ddgtdgddd}t|| d S )Nr   r-   r   r  r`   r  )ra   r-   r   ra   r  r   r   )r   r
  r=   rC   r@   rA   r
   rC  r   r   r   test_pivot_index_is_none$
  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  r`   ra   r  r   r   r  r   )r   r
  r
   r@   rA   rC  r   r   r   test_pivot_values_is_none1
  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
  r@   rA   )r9   r[   rK   r   r   r   "test_pivot_not_changing_index_name?
  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_   r`   r  r   r_   r`   r  rL  r  rQ  r  )r   r   r
   r@   ru   r=   r9   r[   r
  rK   r   r   r   .test_pivot_table_empty_dataframe_correct_indexF
  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 )Nrc   z
2023-01-01r   )r_   date_strro   rd   z
2023-01-02r-   re   z
2023-01-03r   r  r   Fr_   ro   rU   T)r<   r;   rV   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~  rs   )r   r   to_datetimer@   rj  r   r   rt   r   strptimeru   r<   r  r   r   r   0test_pivot_table_handles_explicit_datetime_typesN
  s*   


	z:TestPivot.test_pivot_table_handles_explicit_datetime_typesN)rx  ry  rz  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r  	  s    $&r  )&r   r   r   	itertoolsr   r  numpyr5   rZ  pandas.errorsr   pandasr   r   r   r	   r
   r   r   r   r   pandas._testing_testingr@   pandas.api.typesr   r   pandas.core.reshaper   r  pandas.core.reshape.pivotr   r  r   r   r#   r$   r  r   r   r   r   <module>   sH    (

.
                  w