o
    iK                    @   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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$dS )    )datedatetime	timedelta)productN)PerformanceWarning)Categorical	DataFrameGrouperIndex
MultiIndexSeriesconcat
date_range)CategoricalDtype)reshape)pivot_tableTF)paramsc                 C   s   | j S N)param)request r   Z/var/www/edux/Edux_v2/venv/lib/python3.10/site-packages/pandas/tests/reshape/test_pivot.pydropna   s   r            c                 C   s   | j \}}ttj|||S r   )r   r   pdIntervalIndexfrom_arrays)r   closedleftrightr   r   r   interval_values#   s   
r"   c                   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zejdd d!d"gfd g d#fd$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d4ejd-d.d/gd5d6 Zd7d8 Zejd-d.d/gd9d: 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@dA Z$ejd=dBd>ge !dBd>ge"dBd>ge#dBd>ggejd-d.d/gdCdD Z%dEdF Z&ejj'dGdHejd-d.d/gdIdJ Z(ejd-d.d/gdKdL Z)dMdNgdOgdPfdQdRZ*dSdT Z+dUdV Z,ejdWdMe j-g dXg dYge#g dZdMd[fdMdNgd\g d]g d^ge.j/g d_dMdNgd`fgdadb Z0dcdd Z1dedf Z2ejdgg dhdidj Z3dkdl Z4dmdn Z5dodp Z6dqdr Z7dsdt Z8dudv Z9dwdx Z:dydz Z;d{d| Z<ejd}d~dddddggdd Z=dd Z>dd Z?dd Z@dd ZAejdeBdddd ZCejdeBdddd ZDdd ZEdd ZFdd ZGdd ZHdd ZIdd ZJdd ZKdd ZLdd ZMdd ZNdd ZOejdd\e jPfde j-fde jQfd\dge jPe j-gfd\dge jPe jQgfddge jQe j-gfgdd ZRejjSdd ZTdd ZUdd ZVdd ZWdd ZXdd ZYdd ZZdd Z[dd Z\ejdd.d/gddń Z]ddǄ Z^ddɄ Z_dS )TestPivotTablec              	   C   s@   t g dg dg dtjdtj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randndataselfr   r   r   setup_method*   s   



zTestPivotTable.setup_methodc                 C   s   ddg}d}t | jd|||d}| jj d|||d}t|| t | jd||d t|dkr:|jjt|ks9J n
|jj|d ksDJ t|dkrS|j	j|ksRJ n
|j	j|d ks]J | j
||g d tj }t|| d S )	Nr-   r.   r/   r0   )valuesindexcolumnsobserved)r:   r;   r=   r   r   )r   r6   tmassert_frame_equallenr;   namestuplenamer<   groupbyaggr3   meanunstack)r8   r=   r;   r<   tabletable2expectedr   r   r   test_pivot_tableZ   s$   "zTestPivotTable.test_pivot_tablec                 C   s   t tdtdg dd}|jdddtjdd	}|jd
|_|jd
|_|jd
|_|j	d
|_	|jdddtjd|d}t
|| d S )Nabcdefghijr      r   r      col1col2col3rR   rT   rS   r   )r;   r:   r<   aggfunc
fill_valuecategory)r;   r:   r<   rU   rV   r=   )r   listr   r3   sumr;   astyper<   rR   rS   r>   r?   )r8   r=   dfrJ   resultr   r   r   +test_pivot_table_categorical_observed_equalv   s&   	z:TestPivotTable.test_pivot_table_categorical_observed_equalc                 C   s   t g dg dg dd}d}tjt|d |jdtjd}|jdtjd	j}W d    n1 s3w   Y  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   rO   r   )rowscolsr:   z#The operation <function sum.*failedmatchrh   )r<   rU   r;   rU   r:   rF   )	r   r>   assert_produces_warningFutureWarningr   r3   rY   Tr?   )r8   r[   msg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   rO   r   r-   r.   r/   i[ i] i\ i^ r_   r`   ra   di i  i@B )amountcustomermonthr   quantityrw   rv   ru   r   F)r   ))r-   r_   )r-   r`   )r-   ra   )r-   rs   )r.   r_   )r.   r`   )r.   ra   )r.   rs   )r/   r_   )r/   r`   )r/   ra   )r/   rs   rA   )r   r   r   from_tuplesr>   assert_index_equalr<   r;   )r8   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   rs   ra   rs   )ra   rs   rd   r   rO   r   r   )r-   r.   r:   r:   r-   r.   )r:   r;   r   rx   r;   )r   r   r   r   r   r>   r?   )r8   cat1cat2r[   r\   	exp_indexrJ   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   rs   )	r_   r_   r_   r`   r`   r`   ra   ra   ra   )	r   rO   r   r   rO   r   r   rO   r   r   	   r-   r.   r/   r-   Fr   r.   r/   )r;   r<   r:   r   r^   rC   rf   )r   r      )r   r      )rO   rP      r;   r<   r<   float)
r   rangerZ   CDTr   r   reindexr   r>   r?   )r8   r   r   r[   r\   expected_columnsexpected_indexrJ   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	}t dd
dgittjddgddgddddd}t|| d S )NlowhighTr   )              ?       @      @      @r-   r.   r-   r.   r;   r:   r   r   r   r   r   r   r   )	r   r   r3   nanr   r
   
from_codesr>   r?   r8   r   r[   r\   rJ   r   r   r   %test_pivot_with_non_observable_dropna   s(   

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-   r.   r   )rO   r   r   )r   r   rO   r   r   )
r   r   r   r   r
   r   rZ   r   r>   r?   r   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-   r.   r   r   r   )r   r   r
   uniquerZ   r   r>   r?   )r8   r"   r   r[   r\   rJ   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   rO   rO   r   r   dtyper_   r`   r_   r`   Tr   F)	ascendingr   r/   r.   r-   rY   )r;   r<   r:   rU   marginsAll)r   r   
   r   rO   r   )r;   rC   r   )r   r   r   r   r3   arangeintpr   sort_valuesr   r   r
   Intervalr>   assert_series_equal)r8   ordered_catr[   	pivot_tabr\   rJ   r   r   r   &test_pivot_with_interval_index_margins/  s(   
 z5TestPivotTable.test_pivot_with_interval_index_marginsc                 C   s<   | j jd| j j| j jd}| j jdddd}t|| d S )Nr0   r   r-   r/   )r6   r   r-   r/   r>   r?   r8   r\   rJ   r   r   r   test_pass_arrayI  s   zTestPivotTable.test_pass_arrayc                 C   sD   | j jddd | j jd}| j jd| j jd dd}t|| d S )Nr0   c                 S   s   | d S )NrP   r   rc   r   r   r   <lambda>O  s    z3TestPivotTable.test_pass_function.<locals>.<lambda>r   rP   r/   )r6   r   r/   r;   r>   r?   r   r   r   r   test_pass_functionN  s   z!TestPivotTable.test_pass_functionc                 C   sJ   ddg}d}t | j||d}| j||g tj }t|| d S )Nr-   r.   r/   r   )	r   r6   rD   rE   r3   rF   rG   r>   r?   )r8   r;   r<   rH   rJ   r   r   r   test_pivot_table_multipleS  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	tj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sVJ t|ddgdgd	tj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   )r:   r;   r<   rV   rU   rO   abr   r   )      ?      @      @      @float64)r   dtypesr   r3   rY   r   r   r
   rX   r>   r   rF   )r8   fre   r\   rJ   r   r   r   test_pivot_dtypesZ  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   rO   r   )r   r   r   r   r;   r;   r<   r:   c                 S   s   i | ]}|t d qS )r   )r3   r   ).0colr   r   r   
<dictcomp>      z=TestPivotTable.test_pivot_preserve_dtypes.<locals>.<dictcomp>)r3   r   r   r   reset_indexr   dictr   )r8   r<   r:   r   r[   df_resr\   rJ   r   r   r   test_pivot_preserve_dtypes~  s   

z)TestPivotTable.test_pivot_preserve_dtypesc                 C   s6  t g d}tdg di|d}|j|jj|jjd}tddg}tdd	gd
t	j
ggddg|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ddg|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-   rN   r   r   )r-   r   )r-   rO   r   r   r   r   rO   r   r0   rP   )freqperiods)r-   dtr   M)keyr   z
2011-01-31      
@r   r   z
2011-12-31)r   DatetimeIndexr   r   r;   rv   dayr   ry   r3   r   r>   r?   r   r	   	TimestamprA   )r8   idxr[   resexp_columnsexpr   r   r   test_pivot_no_values  s4    
z#TestPivotTable.test_pivot_no_valuesc                 C   sN   t | jddgdddgdd}t | jjdgd	d
dddgdd}t|| d S )Nr0   r1   r-   r.   r/   r   )r:   r;   r<   rV   r2   r   axis)r;   r<   rV   )r   r6   dropr>   r?   r   r   r   r   test_pivot_multi_values  s   z&TestPivotTable.test_pivot_multi_valuesc                    s    fdd}|t jt jg}|t j}|t j}t||gddgdd}t||  fdd}|t jt jg}|t j}|t j}t||gddgdd}t|| d S )Nc                    s   t  jddgddgd| dS )Nr0   r1   r-   r.   r/   r:   r;   r<   rU   r   r6   funcr7   r   r   r     s    z;TestPivotTable.test_pivot_multi_functions.<locals>.<lambda>rF   stdr   )keysr   c                    s   t  jddgddgd| ddS )Nr0   r1   r-   r.   r/   T)r:   r;   r<   rU   r   r   r   r7   r   r   r     s    )r3   rF   r   r   r>   r?   )r8   r   r\   meansstdsrJ   r   r7   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}|r3tt |jddd	d
}W d    n1 s-w   Y  ntt tj|ddd	d
}W d    n1 sLw   Y  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   r   r   )r3   r   r   r>   rl   rm   pivotr   r
   r?   rn   )r8   r   r   r[   r\   rJ   r   r   r   test_pivot_index_with_nan  s4   





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
2014-02-01r   r0   )r   r   d   )r_   ra   r_   z
2014-02-02r`   )r   r_   )r   r_   r   r`   )r   r`   ra   r   )r   r   r3   r   r   r   r   locr  notnar:   rY   r@   iterrowsr>   r?   rn   )r8   r   r[   pv_rowr\   r   r   r   test_pivot_index_with_nan_dates  s$   $z.TestPivotTable.test_pivot_index_with_nan_datesz1ignore:Timestamp.freq is deprecated:FutureWarningc                 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   rO     r   r   r   )dt1dt2data1data2r  c                 S      t j| ddS N
US/Pacifictzr   r   rs   r   r   r   r   )      z3TestPivotTable.test_pivot_with_tz.<locals>.<lambda>r  c                 S   r  N
Asia/Tokyor  r  r  r   r   r   r   *  r  r  r  r  r  z2014/01/01 09:00z2014/01/02 09:00r   )rC   r  r   rO   r   rO   r   r   r   r   z2013/01/01 09:00z2013/01/02 09:00r  r   r   r  r   )r   r   r3   r   applyr
   r   r   r   r   r  r>   r?   r8   r   r[   exp_col1exp_col2exp_colrJ   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tj	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 13:00:00-0700r,  c                 S   s   | j dddddS )Nr   )hourminutesecondmicrosecond)replacer   r   r   r   r   k  s    z8TestPivotTable.test_pivot_tz_in_values.<locals>.<lambda>r+  r   r   z2016-08-12 00:00:00z2016-08-25 00:00:00r   )r   r   r   	set_indexr   r,  mapr   r3   minr
   r   r>   r?   )r8   r[   minsr\   rJ   r   r   r   test_pivot_tz_in_valuesO  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
2013-01-01r0   z
2013-01-02z2013-01r   z2013-02r   r   r   )p1p2r  r  r!  rO   r8  )rC   r   r"  r#  r7  r   r   r   r   r  r   )r   r   Periodr3   r   r
   PeriodIndexr   r   r  r>   r?   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   rO   r   r_   r   r   r`   )r6   r;   r<   rc   T)r;   r<   r:   r   )r   r   r9  r
   r   r>   r?   )r8   r[   rJ   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-   r.   r/   r-   r.   r/   r   rO   r   r   rP   r   rc   rd   re   qwtr%   r&   r@  rA  r%   r&   r   )r   rO   r   rc   rd   re   )r   rP   r   rF  rG  rH  r(   r)   r6   rC   r@  rA  r   )r   r   r   r   r   r   )r   r   rO   r   r   rO   levelscodesrA   objectr6   r;   r<   r   )r   r  r   r
   r   r>   r?   	r8   r:   r   r[   r\   r6   r;   r<   rJ   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 )NrB  rC  rD  rE  rI  rA  r%   r   r-   r   r/   r   r.   rP   r   rO   r   )rF  rH  rG  rc   rd   re   rJ  r&   r@  r(   r)   r   r   r   r   r   rK  rN  rO  )	r   r  r   r3   r   r
   r   r>   r?   rP  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   z0pivot\(\) missing 1 required argument: 'columns'ri   rR   rT   )r;   r:   )r   pytestraises	TypeErrorr  )r8   r[   ro   r   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   rO   r   r   rP   r6   )r(   r-   r   rc   )r(   r.   rO   rd   )r(   r/   r   re   )r)   r-   r   rF  )r)   r.   rP   rG  )r)   r/   r   rH  r&   r@  firstr/  r   rR  )rL  rM  rN  rO  )r&   r\  )r&   r/  )r@  r\  r   r   r   r(   r)   r   rO   rP   r   r   r   )r
   r   r   r  r   r   r>   r?   )r8   r   r;   r6   r<   r[   r\   rJ   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 )NrB  rC  rD  rE  rI  z^\('bar', 'baz'\)$ri   rA  r%   )r&   r@  r   )r   rT  rU  KeyErrorr  r   )r8   r   r[   r   r   r   test_pivot_with_tuple_of_valuesL  s   "z.TestPivotTable.test_pivot_with_tuple_of_valuesr-   r.   r/   r   c                 C   s   |j |jd d |f }| j||  }tj||dd |j|ks%J | }|j |df j	d d }| j||  }	tj||	dd |j|dfksPJ |j |df|f }
| j|  }|
|ksfJ d S )Nr   Fcheck_names )
r
  r;   r6   rD   rF   r>   r   rC   
sort_indexiloc)r8   r\   
values_colr;   r<   margins_colcol_marginsexpected_col_marginsindex_marginsexpected_ix_marginsgrand_total_marginsexpected_total_marginsr   r   r   _check_output^  s   zTestPivotTable._check_outputc                 C   s   | j jdddgddtjd}| |d | j jdddgddtjdd}| j|ddd	 | j jddgddtjd
}|jjd D ]
}| || | q>d S )Nr0   r-   r.   r/   T)r:   r;   r<   r   rU   Totals)r:   r;   r<   r   rU   margins_name)rf  r;   r<   r   rU   r   )r6   r   r3   rF   rm  r<   rL  )r8   r\   rH   	value_colr   r   r   test_marginsq  s&   zTestPivotTable.test_marginsc                 C   s
  dd | j jD | j _d}tjt|d | j jddgdtjd}W d    n1 s+w   Y  |jD ]}|jd	|f }|| j |  ksGJ q3d
}tjt|d | j jddgddd}W d    n1 sgw   Y  dD ]}|jd	|f }|| j |  ksJ qnd S )Nc                 S   s   g | ]}|d  qS )rO   r   )r   kr   r   r   
<listcomp>  s    z.TestPivotTable.test_no_col.<locals>.<listcomp>$The operation <function mean.*failedri   AABBT)r;   r   rU   r   rb  ;pivot_table dropped a column because it failed to aggregaterF   )DDEEFF)	r6   r<   r>   rl   rm   r   r3   rF   r
  )r8   ro   rH   rq  totalsitemr   r   r   test_no_col  s(   

zTestPivotTable.test_no_colz*columns, aggfunc, values, expected_columns)      @r  皙@r  )       @r  皙@r  )r&   r   r%   r   r   rY   )r         rP   r   r,   )          r,   r,   r  ))r&   r(   )r&   r)   )r&   r   )r%   r(   )r%   r)   )r%   r   rx   c           	      C   s   t g dg dg dg dg dd}|dkrd}nd	}tjt|d
 |j|d|d}W d    n1 s7w   Y  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   rO   rO   r   r   r   rP   r   r   	rO   r   rP   rP   r   r   r   r   r   r-   r.   r/   r0   r1   rY   ry  ru  ri   T)r<   r   rU   r0   r1   r   )r   r>   rl   rm   r   r
   r?   )	r8   r<   rU   r:   r   r[   ro   r\   rJ   r   r   r   %test_margin_with_only_columns_defined  s    z4TestPivotTable.test_margin_with_only_columns_definedc                 C   s   | j  }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tjdd}t|| d S )Nr   i8)r0   r1   r2   r&   r%   r(   r)   rx  r   rx   )      r   r   -   )!   r   $   3   x   r*   r+   r   r/   r   r   r*   r+   r   r0   r-   r.   Tr   r:   r;   r<   r   rU   rV   )r6   copyr3   r   r@   r   rZ   rX   r   r   ry   r   rename_axisr   rY   r>   r?   )r8   r[   mi_valmirJ   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jdddgddtdd}t	
|| d S )Nr&   r%   r(   r)   rx  r   rx   )r   r   rO   r   rP   )rO   r   rO   rO   r   r  r   r/   r   r   r*   r+   r   r0   r-   r.   Tr   r  )rX   r   r   ry   r   r  r6   r   r@   r>   r?   )r8   r  r  rJ   r\   r   r   r   test_margins_dtype_len  s"   	z%TestPivotTable.test_margins_dtype_lenrh   ))r   rO   )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   )rO   rO   )r   r   rx   r<   r;   )r   r   r   ry   r
   r>   r?   )r8   rh   df2r\   rJ   r   r   r    test_pivot_table_multiindex_only  s   (z/TestPivotTable.test_pivot_table_multiindex_onlyc                 C   sZ   t dddd}ttjdtjd|d}|jddgdd	}|jjd
 |s+J d S )Nz
2016-01-01r   zEurope/Amsterdam)r   r  r   r.   r/   F)r;   r   r   )	r   r   r3   r4   r5   r   r;   rL  equals)r8   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   rt  *  r   z=TestPivotTable.test_pivot_integer_columns.<locals>.<listcomp>r  r   r   )r   r   r   rO   )r:   r;   r<   r   4)0132Fr`  )r   r4  rX   r   r   r   r   renamestrr>   r?   )r8   r6   r[   rH   r  rI   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}|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`   rO   )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   r3   r4   r5   r   rD   rF   rG   r   r>   r?   )r8   r6   rH   groupedrJ   r   r   r   test_pivot_no_level_overlap6  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t	||}|d | |d< |d | |d< t
tdddtddd}|t jdt	|| }|j|d< |j|d< |j|d< t j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   i  r   i  r     r   r   )r
   r  r  rF   r;   r<   rU   )r3   r   rN  intr   arrayemptyr4   randintr@   r   r   yearrv   r   	lognormalr   r   r<   is_monotonic_increasing)
r8   nr   productsitemsiproductdrdatesr[   pivotedr   r   r   test_pivot_columns_lexsortedH  sB   


z+TestPivotTable.test_pivot_columns_lexsortedc                 C   sL   dgdgd}| j ddg|d}| j jdd|d}t|| d S )Nr   rY   r0   r1   r-   r.   r  )r6   rD   rE   rG   r   r>   r?   )r8   r   rJ   r\   r   r   r   test_pivot_complex_aggfunc|  s   z)TestPivotTable.test_pivot_complex_aggfuncc                 C   sF   | j ddg jddgtdd}| }t|d d |d ks!J d S )Nr-   r.   T)r;   rU   r   r   )r6   r   r@   tolistrY   )r8   r\   result_listr   r   r   test_margins_no_values_no_cols  s
   
 z-TestPivotTable.test_margins_no_values_no_colsc                 C   s:   | j g d jddgdtdd}|j g dksJ d S )Nr   r-   r.   r/   Tr;   r<   rU   r   r   r   r   r         &@r6   r   r@   r   r  r8   r\   r   r   r   test_margins_no_values_two_rows  s   z.TestPivotTable.test_margins_no_values_two_rowsc                 C   s6   | j ddg jddtdd}|j g dksJ d S )Nr-   r.   Tr  )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   sL   g d| j d< | j g d jddgddgtdd}|j g d	ks$J d S )
N)r_   r`   ra   rs   er   ghr   jrs  r0   r-   r.   r/   r0   r-   r.   r/   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| jdddgdgd|d	 W d    n1 s&w   Y  t jt|d t| jddgddgd|d	 W d    n1 sKw   Y  t jt|d t| jddgdgd|d	 W d    d S 1 spw   Y  d S )
NzConflicting name "z3" in margins|margins_name argument must be a stringri   r0   r-   r.   r/   T)r:   r;   r<   r   ro  )rT  rU  
ValueErrorr   r6   )r8   r  ro   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tjd}t|| t|dtdddtj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tjd}t|| t|dtdddtjd}t||j | }t|tdd
dddtjd}t|| t|dtdd
ddtjd}t||j d}tjt|d t|tdddddtjd W d    n	1 s8w   Y  tjt|d t|dtddddtjd W d    n	1 s^w   Y  |d
}t|tdd
d ddtjd}t|| t|dtdd
d dtjd}t||j d!}tjt|d t|tddd ddtjd W d    n	1 sw   Y  tjt|d t|dtddd dtj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   rO   r  )BranchBuyerr  Dater  )r   r  r   r   r   r   r  r-   r   zCarl Joe Markr   r  r  r;   r<   r:   rU   r   r  r   6MSCarlr   r   z#'The grouper name foo is not found'ri   r%   )r   levelzThe level foo is not valid)r   splitr   r2  r3   r  r   r   r   r;   rC   r<   r   r	   rY   r>   r?   rn   r   rZ   r   rT  rU  r^  r  )r8   using_array_managerr[   rJ   r\   ro   r   r   r   test_pivot_timegrouper  s  







 









$z%TestPivotTable.test_pivot_timegrouperc                 C   s~  t d d g dtdddddtdd	ddd
tdddddtdddddtdddddtdddddtdddddtddd
ddgtdddddtddddd
tdd	d
ddtdddddtdddddtdd	d
ddtdddddtdddddgd}t|tdddtddddtjd}t ttjdtjtjdtjdd	tjd	tjtjtjtjdtjg	ddt
jtdd	dtdddtdddtdddgddt
jtdd	dtdddtdddtdddgddd}d|j_d|j_t|| t|tdddtddddtjd}t||j tdd	dtdddftdddtdd	dftdddtdddftdddtdddftdddtdddftdddtdddfg}tj|ddgd }t tdtjdtjdtjd	tjd	tjtjdg	dd|d!d"gd}d#|j_t|tdddtdddgd#gdtjd}t|| t|d#gtdddtdddgdtjd}t||j d S )$Nr  r  r  r  r,   r   r  r   r   rP   r   r  rO   r  r  r   r  r      )r  r  r  r  PayDayr   r  r  r  r  r  r   r   r  r   r   rx   r-   r.   r  )r   r  r   r   r	   r3   rY   r  r   r   r   r   r;   rC   r<   r>   r?   rn   r   ry   )r8   r[   r\   rJ   tuplesr   r   r   r   test_pivot_timegrouper_doubleb  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$gdd||d}t	|dgdgdd%gtjtjgd&}	t
|	| d S )'N2011-07-19 07:00:002011-07-19 08:00:002011-07-19 09:00:00r  r  r  2013-01-01 15:00:00r  r  2013-02-01 15:00:00r  r  r_   r_   r_   r`   r`   r`   r   r   r   r   rO   r   labelr  r  value1value2r  c                 S   r  r  r  r  r   r   r   r     r  z7TestPivotTable.test_pivot_datetime_tz.<locals>.<lambda>r  c                 S   r  r  r  r  r   r   r   r     r  )r  r  r  r  )r  rC   r
  r_   r`   r	  r   r   r   rP   r   r   )rY   rY   rY   rY   rF   rF   rF   rF   )r
  r
  r  r  r  r  r   )r   r   r   rO   r   r   r   rO   )r   r   rO   r   r   r   rO   r   )rO   rP   r   rO   rO   rP   r   rO   r  r  )r   r3   r   r$  r   r   r
   r   r   r   r>   r?   r  rY   rF   )r8   dates1dates2r[   exp_idxr&  r'  r(  rJ   r\   exp_col3r   r   r   test_pivot_datetime_tz  sd   
	 

z%TestPivotTable.test_pivot_datetime_tzc              
   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|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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ddtg dddd}t	|| t||d jjj|d jj|d jj
gdd}tjg dddgd	 gddgd}t tjg dgdddg|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   rO   r   r  r  c                 S   
   t | S r   r  r  r   r   r   r   C     
 z6TestPivotTable.test_pivot_dtaccessor.<locals>.<lambda>r  c                 S   r  r   r  r  r   r   r   r   D  r  r	  r
  r   r_   r`   r   r   r   rP   )r   r   r   r   )r   r   r   r   r   r   rx   )r   r   r   r   rO   rP   r  )Xr  r  r  Yr  r  r  )r   r3   r   r$  r   r   r-  r
   r>   r?   rv   r  r:   r   r   r  r   )r8   r  r  r[   r\   r  rJ   r(  r   r   r   test_pivot_dtaccessor(  st   
	*z$TestPivotTable.test_pivot_dtaccessorr   r   io  c                 C   s   t dddd}ttjt||d}tt||jj	|jj
d}|jd|_t|jj
}|||k }|jj	|_||  }tj||dd	 |j|ksNJ d S )
N1/1/2000
12/31/2004r0   r   r   r   r   Fr`  )r   r   r3   r4   r5   r@   r   r   r;   r  	dayofyearr<   	droplevelasarrayr   r>   r   rC   )r8   r   rngr,  annualdoysubsetr\   r   r   r   
test_daily{  s   
zTestPivotTable.test_dailyr  c                 C   s   t dddd}ttjt||d}tt||jj	|jj
d}|jd|_|jj
}|||k }|jj	|_||  }tj||dd	 |j|ksKJ d S )
Nr  r  r   r   r   r   r   Fr`  )r   r   r3   r4   r5   r@   r   r   r;   r  rv   r<   r  r   r>   r   rC   )r8   r   r  r,  r  rv   r  r\   r   r   r   test_monthly  s   
zTestPivotTable.test_monthlyc                 C   s   ddd}t | jdgt| |d}t | jdg| |d}t|| dd | D }t | jdg||d}t|| d S )NrY   rF   r  r-   )r;   r:   rU   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   r6   rX   r   r>   r?   )r8   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|tjt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cheeser)  r*  )r   r   g	@gffffff
@)r   r   rn   rn   )r~  costr   r~  r   T)r;   r<   r   ro  rU   r)  r*  rN  r   rC   )rF   r+  r   )rF   r+  rn   rF   r+  )maxr+  r   )r-  r+  rn   r-  )NNr   rx   r   )r   r   r3   rF   r-  r
   r   ry   r:   r>   r?   )r8   ro  costsrH   ixtupsrh   rJ   r   r   r   /test_pivot_table_margins_name_with_aggfunc_list  s2   z>TestPivotTable.test_pivot_table_margins_name_with_aggfunc_listc                 C   s   |r|j tjjdd 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 )N1GH#17035 (np.mean of ints is casted back to ints)rX  r   r   rO   rb   r   r   r   rP   r   r  r   r   r   r   r   r   rd   r   re   rc   Tr   r   )node
add_markerrT  markxfailr   r3   r   r
   r;   r<   r   r>   r?   r8   r=   r   r[   rJ   rH   r   r   r   test_categorical_margins  s   $z'TestPivotTable.test_categorical_marginsc                 C   s   |r|j tjjdd ttdtdd tdd d}tg dg dg d	g}tg d
dd|_	tg d
dd|_
|jd|_|jd|_|jddd|dd}t|| d S )Nr2  rX  r   r   rO   rb   r3  r4  r5  r6  rd   r   re   rW   rc   Tr7  )r8  r9  rT  r:  r;  r   r3   r   r
   r;   r<   rd   rZ   re   r   r>   r?   r<  r   r   r   !test_categorical_margins_category  s    $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)rO   r   r   r   )r   r   rP   r   )r   r   r   r   )r  r  r  r  r  r0   T)r;   r   )r   r   rP   )r   g      @r   )rO   rP   r   r   )r  r  r   r   r   )r   r   r
   r>   r?   r8   r[   r\   rJ   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-   r.   r   r   r   )InColValrA  rB  rC  )r;   r<   r:   r=   )r   rC   r   r   )r6   r<   r   )r<   r:   r=   r   )r6   r<   r;   )r3   r   r   r   r   r   r   CategoricalIndexr
   r;   r>   r?   )	r8   r=   r   r   r   r[   r\   expected_colsrJ   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-   r.   r/   r/   r   r   )r   r   Vr   rW   rG  r   count)r;   r<   r   rU   r   Fr   r   rC   r_   r`   r   r   r   rO   r   r   )r   rZ   r   r   rD  r
   r3   r  r   r>   r?   )r8   r=   r[   r\   r   r   expected_datarJ   r   r   r   test_categorical_aggfunc*  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     )JanuaryrM  rM  )r  r  r  )Salesr  r  )rM  FebruaryMarchAprilMayJuneJulyAugust	SeptemberOctoberNovemberDecemberr  rW   rN  r  rY   )r:   r;   r<   r=   rU   r  r  r   )rC   r   FrI  i@  r  r   r,   r   rM  )r   rZ   r   set_categoriesr   r
   r   rD  r
  r>   r?   )	r8   r=   r[   monthsr\   r   r   rJ  rJ   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tjd}tjg dg dgddgd	}t g d|dgd
}t|| |jdddtj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tjgd}tdgdgg}t g dt	g ddd|d
}t|| d S )N)r   r   rP   )r/   r0   r1   )r   r   r   rQ   rR   rT   rS   rk   rx   r   r  r   r   rP   r   rY   )
r   r   r3   rY   r   r   r>   r?   NaNr
   )r8   r[   r\   r}   rJ   r   r   r   test_pivot_table_not_seriesj  s    &z*TestPivotTable.test_pivot_table_not_seriesc                 C   sX   d}t dg di}t|dgtd|d}tddd|gd	dd
}t |d}t|| d S )Nu   Δοκιμήr%   rf   T)r;   rU   r   ro  r   rO   r   rN  r,  r   )r   r   r@   r
   r>   r?   )r8   greekframerH   r;   rJ   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$   r'   r,   r   r-   r.   rY   r  r/   r(   r)   r   r   rK  r  r  )r&   r%   r   r  ))r/   r(   )r/   r)   r   rF   r   )r   r   r   r   rR  )NNr.         @r   r  g@))rF   r/   r(   )rF   r/   r)   )rY   r/   r(   )rY   r/   r)   )r   r   r   r   r  r>   r?   )r8   r6   r\   r  rJ   r   r   r   test_pivot_string_as_func  sD     	z(TestPivotTable.test_pivot_string_as_funcz
f, f_numpyrF   r   c                 C   sf   d}t jt|d t| jdd|d}t| jdd|d}W d    n1 s&w   Y  t || d S )Nry  ri   r-   r.   r  )r>   rl   rm   r   r6   r?   )r8   r   f_numpyro   r\   rJ   r   r   r   test_pivot_string_func_vs_func  s   z-TestPivotTable.test_pivot_string_func_vs_funcc              
   C   s   G dd dt j}| _}|t d| ttdtddd}d}tjt	|d( t
jtd	d |jd
dddd W d    n1 sHw   Y  W d    n1 sWw   Y  W d    d S W d    d S 1 sow   Y  d S )Nc                       s   e Zd Zd fddZ  ZS )zSTestPivotTable.test_pivot_number_of_levels_larger_than_int32.<locals>.MockUnstackerreturnNc                    s   t  j|i | td)NDon't compute final result.)super__init__	Exception)r8   argskwargs	__class__r   r   ri    s   z\TestPivotTable.test_pivot_number_of_levels_larger_than_int32.<locals>.MockUnstacker.__init__)rf  N)__name__
__module____qualname__ri  __classcell__r   r   rm  r   MockUnstacker  s    rs  
_Unstackeri   r   )ind1ind2rH  z$The following operation may generateri   rg  ru  rv  rH  r  )reshape_librt  contextsetattrr   r3   r   r>   rl   r   rT  rU  rj  r   )r8   monkeypatchrs  r}   r[   ro   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   rO   )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   )rY   r   r   r   r   ret_sum  s   z?TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_sumc                 S   s   t jS r   )r3   r   r   r   r   r   ret_none  s   z@TestPivotTable.test_pivot_table_aggfunc_dropna.<locals>.ret_noner~  r<   rU   r   r   r   r  r   )r  r  r  r|  r}  rx   r  r  r   r<   r   )	r   r   r3   r   r   from_productr   r>   r?   )
r8   r   r[   r  r  r  r\   r6   r   rJ   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tj|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   rO   r   )r-   rc   rd   r-   r  r   r(   r)   r   rc   rd   r   r<   r   )	r   r3   r   r   rF   r
   r   r>   r?   )r8   r   r[   r\   r6   r   rJ   r   r   r   &test_pivot_table_aggfunc_scalar_dropna  s    z5TestPivotTable.test_pivot_table_aggfunc_scalar_dropnac                 C   sb   t g dg dg dg dd}|jdddtjd	}t tg d
ddd}d|j_t|| d S )N)rO   rO   r   r   rO   )rP   r   r   r   r   )prF  rF  r  rF  )NNNNN)r-   idr/   r0   r-   r0   r  r  r   r,  r   )	r   r   r3   r  r
   r<   rC   r>   r?   r?  r   r   r   test_pivot_table_empty_aggfunc/  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   )r3   rF   )arrr   r   r   rE   @  s   
z=TestPivotTable.test_pivot_table_no_column_raises.<locals>.aggr   rR  )r   r  r  (   )r  r  Z
notpresentri   r  r  )rU   )r   rT  rU  r^  r   )r8   rE   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tjtttjg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  r0   r1   r-   r/   r  )r:   r;   rU   ))r0   rF   r1   r-  )r1   rF   r1   r4  ))r&   r  )r&   r  )r%   r  )r%   r  rx   )r        "@g      @      @)r  r  g      !@r  )r   rb  r   r   )g["8@r  g.UUU@r   r  r  r  )r   r   r3   rF   r4  r-  r   ry   r  rZ   r   r>   r?   )r8   r[   rH   rh   r;   valsrJ   r   r   r   0test_pivot_table_multiindex_columns_doctest_caseG  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  rY   F)r;   r<   r:   rU   sortr  r  r  r  r  r   rx   r  )	r   r   r3   r   r
   r   r   r>   r?   r?  r   r   r   test_pivot_table_sort_false{  s$   z*TestPivotTable.test_pivot_table_sort_falsec                 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  )r  r  )r  r  rx   r  )r   r   r   ry   r>   r?   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_   rc   r   )r_   rd   rO   )r`   rd   r   )r`   re   r   )r   r  r  r   r  r  rY   r   T)r;   r<   r:   rU   rV   r   )r   rO   r   r   )r   r   r   r   )r   rP   r   r   )rc   rd   re   r   )r_   r`   r   )r   r<   r   r;   rC   r>   r?   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_   r`   r  r  Int64r   )rc   rd   r  rc   rd   r  rF   )r;   r<   r:   rU   r   r  r   Float64)r;   r<   r   )r   r   r   r
   r>   r?   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   rO   z
2019-12-31g      $@r,   )r_   r`   r   salesr`   r   r_   TrY   rp  r  g      5@r>  r   rb  r,  )r  r-   )r  r   rx   r   )r   r   r   r>   rl   r   r   r   r
   rN  ry   r?   r?  r   r   r   !test_pivot_table_datetime_warning  s8   
z0TestPivotTable.test_pivot_table_datetime_warningc              
   C   s   t g dg dg dg dg dg dg dg dd}t|ddd	gd
gtjd}t ddgddgddgtjdggtddgd
dtjg dddgd gdd	gdd}|r^|d d|d< t	
|| d S )Nr  r  r  r  r  )r-   r.   r/   r0   r1   )col5)col6r   r   sevenr0   r-   r.   r  r   r   rb  r  r  r   r  r  r   )r&   r&   r%   r%   r(   r)   rO   rx   r  r   )r   r   r3   rY   r   r
   r   r   rZ   r>   r?   )r8   r  r[   r\   rJ   r   r   r   )test_pivot_table_with_mixed_nested_tuples  s0   4z8TestPivotTable.test_pivot_table_with_mixed_nested_tuples)`ro  rp  rq  r9   rK   r]   rr   r~   r   r   r   r   r   r   r   r   r   r   rT  r:  parametrizer   r   r   r   r  r  filterwarningsr)  r6  r;  r?  r3   r  r   r
   rQ  rS  rW  r;  r]  r_  rm  rr  r  rF   r   ry   r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r  r   r'  r1  r=  r>  r@  rF  rK  r\  r^  ra  rc  rY   r   re  slowr{  r  r  r  r  r  r  r  r  r  r  r  r   r   r   r   r#   )   s(   0%	$



!	


;7
-

	

	!&


#
4	
% GS

#,>


#	4
 r#   c                   @   s<   e Z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-   r.   r/   r/   r.   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;   rC   r<   r>   r?   rA   )r8   r6   r`  r  rJ   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 entriesri   r_   r`   ra   r   )r   rT  rU  r  r  )r8   r6   r   r   r   test_pivot_duplicatesK	  s   "zTestPivot.test_pivot_duplicatesc                 C   s8   t g dd}|jdddd}t  }tj||dd d S )	Nr^   r   r_   r`   ra   r   Fr`  )r   r  r>   r?   r?  r   r   r   test_pivot_emptyV	  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)r.   r  B2r[  r   r   rO   r   r-   r.   r   )r   r  reprr>   rz   r<   r
   )r8   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  rx   Fr`  r  r   )r   r2  r  r;   rC   r<   r>   r?   r   ry   rA   r  )r8   r6   r`  r\   rJ   r   r   r   test_pivot_index_nonec	  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 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saJ |d	gkshJ d S )N)r   r   r   rO   rO   rO   )r   r   rO   r   r   rO   )r   rO   r   rO   r   rO   rD  rZ  )lev1lev2lev3lev4r:   r  r  r  r   )r   r   r   r   r   r   )rb  r   r   r   r  rb  r   )r   rO   r   rO   rx   )r  r  r:   r:   r   )	r   r  r3   r  r   r   r   r>   r?   )r8   r[   r;   r<   r\   rJ   r   r   r   0test_pivot_index_list_values_none_immutable_args	  s<   	z:TestPivot.test_pivot_index_list_values_none_immutable_argsN)	ro  rp  rq  r  r  r  r  r  r  r   r   r   r   r  -	  s    $r  )%r   r   r   	itertoolsr   numpyr3   rT  pandas.errorsr   pandasr   r   r   r	   r
   r   r   r   r   pandas._testing_testingr>   pandas.api.typesr   r   pandas.core.reshaper   rw  pandas.core.reshape.pivotr   fixturer   r   r"   r#   r  r   r   r   r   <module>   sF    (

.
                  