o
    Ti=                    @   s  d dl mZ d dlmZ d dlZd dlmZ d dlZd dl	Z	d dl
mZmZ d dlm  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mZmZmZ d dlmZ  d dl!m"Z"m#Z# e p`e Z$					
		d6ddZ%G dd dZ&G dd dZ'G dd dZ(G dd dZ)dd Z*dd Z+e	j,-dg de	j,-dddgdd  Z.e	j,-d!ed"ej/gd#d$ Z0d%d& Z1e	j,-dg d'e	j,-ddd	ge	j,-d(d)d*gd+d, Z2e	j,-d-g d.d/d0 Z3e	j,-dg d1e	j,-d2d d3gd4d5 Z4dS )7    )	timedelta)DecimalN)tzlocal)IS64is_platform_windows)CategoricalCategoricalDtype	DataFrameIndexSeries	Timestamp
date_rangeisnanotnato_datetimeto_timedelta)
algorithmsnanopsTFh㈵>:0yE>c	                    s  t || }	|rctdtdddi}
td t |
|  }W d   n1 s'w   Y  t|ts3J tt|
|
d< td t |
|  }W d   n1 sQw   Y  t|ts]J t|scJ |r fdd}t	 |}|	d	d
d}|	dd
d}tj
||||||d tj
||j|dd||d n }|	d	d}|	dd}tj
||||||d | dv r|j|dd}tj
||d
||d |r|jj}||jksJ ||jksJ tjtdd |	dd W d   n1 sw   Y  |r=|tj }t || d	d}t || dd}| dv r?| dkrdnd	}t||j|jd}t
|| t||j|jd}t
|| dS dS dS )a  
    Check that operator opname works as advertised on frame

    Parameters
    ----------
    opname : str
        Name of the operator to test on frame
    alternative : function
        Function that opname is tested against; i.e. "frame.opname()" should
        equal "alternative(frame)".
    frame : DataFrame
        The object that the tests are executed on
    has_skipna : bool, default True
        Whether the method "opname" has the kwarg "skip_na"
    check_dtype : bool, default True
        Whether the dtypes of the result of "frame.opname()" and
        "alternative(frame)" should be checked.
    check_dates : bool, default false
        Whether opname should be tested on a Datetime Series
    rtol : float, default 1e-5
        Relative tolerance.
    atol : float, default 1e-8
        Absolute tolerance.
    skipna_alternative : function, default None
        NaN-safe version of alternative
    bz1/1/2001   periodsNac                    
    | j S Nvaluesxalternative b/var/www/html/evchargy.com/venv/lib/python3.10/site-packages/pandas/tests/frame/test_reductions.pywrapper[      
z$assert_stat_op_calc.<locals>.wrapperr   Faxisskipna   )check_dtypertolatolr(   )r,   r-   )sumprodNo axis named 2matchr0   indexdtype)getattrr	   r   tmassert_produces_warning
isinstancer   rangelenZ_make_skipna_wrapperassert_series_equalapplyr   r6   pytestraises
ValueErrornpnanr5   )opnamer"   frame
has_skipnar+   check_datesr,   r-   skipna_alternativefdfresultr%   skipna_wrapperresult0result1expectedZ	lcd_dtypeall_nar0r1unitr#   r!   r$   assert_stat_op_calc&   sz   
%




rT   c                   @   s  e Zd Zejdddgejdddddd	d
dddddejdejdejdejdgdd Z	ejdddgejdddddd	d
ddddejdejdejdejdgdd Z
dd Zdd Zdd Zejdg dejdeg d g d!g d"d#g d$d%d&eejd'gejd(gejd)gd*ed+gejd,d-d. Zejd/g d0d1d2 Zd3d4 Zd5d6 Zejd7d8d9gd:d; Zejd7d8d9gd<d= Zd>d? Zd@dA ZejdBg dCdDdE ZdFdG ZejdHdIdJgdKgdLgdMgedMgdMgdNedOgedPgdQfdRdJgdKgejgej ejged+eejgdMgdNe!j"gee!j"gdQfdIdSdTejejgdSdTejejgdejejejgedMejejejgdMgdNeg dUeg dVg dWdXfdRdSdTejejgdSdTejejgdejejejgeejdMejejgdMgdNeg dYeg dZg dWdXfgd[d\ Z#d]d^ Z$d_d` Z%dadb Z&dcdd Z'ejdedfdge!j"dhgd)e!j"g gdidj Z(dkdl Z)ejdme*+de*,de*j-de.d+e*j-de/d+e*j,ddndoe*0dgdpdq Z1ejdrdsdtgejdug dvdwdx Z2dydz Z3d{d| Z4ejd}g d~ejddd'dddejgfdd(dejejejgfddRdddejgfgdd Z5ejd}g d~ejddd'dddejgfdd(dejejejgfddRdddejgfgdd Z6dd Z7dd Z8dd Z9dd Z:dd Z;dd Z<dd Z=dd Z>dd Z?ejddIdRgejdddgdd Z@ejdddgejddd ZAejdudIdRgdd ZBdd ZCejddIdRgejdddgdd ZDejdddgejddd ZEejdudIdRgdd ZFdd ZGdd ZHejdddd)gfdddgfgdd ZIdd ZJejdddgejdddgejddRdIgdd ZKejdddgejdddgdd ZLejdddgdd ZMdd ZNejdddgejdddgejddIdRgddń ZOejdơddȄ ZPddʄ ZQejdg ejRi dRfejSi dIfejRdg idRfejSdg idIfejRddRdRgidRfejSddRdRgidRfejRddIdRgidIfejSddIdRgidRfejRddIdIgidIfejSddIdIgidIfejRdRgdRgd͜dRfejSdRgdRgd͜dRfejRdRdRgdRdIgd͜dIfejSdRdRgdRdIgd͜dRfejSdeTddLgdd+idRfejRdeTddLgdd+idIfejSdeTddge.d+idRfejRdeTddge.d+idIfeejSdeTddgdd+idReejSdeTddgdd+idReejRdeTddgdd+idIeejRdeTddgdd+idIeejSdeTdd'gdd+idIeejSdeTdd'gdd+idIeejRdeTdd'gdd+idIeejRdeTdd'gdd+idIeejSdeTddgdd+idReejRdeTddgdd+idIeejSdeTdd'gdd+idIeejRdeTdd'gdd+idIejSdeTddgdd+idIfejRdeTddgdd+idRfejSdeTdd'gdd+idIfejRdeTdd'gdd+idRfeejSeTddgdd+eTddgdd+d͜dIddׄ ZUddل ZVddۄ ZWdd݄ ZXd8S )TestDataFrameAnalyticsr(   r   r*   rD   countr/   meanproductmedianminmaxnuniquevarstdsemskew)Zmarkskurtc                 C   s  |dv r|dks|dv rt |||d na|dv rd}n;|dkr*|dkr'd	}n0d
}n-|dkr1d}n&|dkrD|dkrAdddg}nd}n|dv rKd}n|dkrWtjdtjd}tjt|d t |||d W d    n1 sqw   Y  |dkrt |||dd d S d S )N)r/   rZ   r[   r   rV   r\   r.   )r]   r^   r_   r`   ra   z(could not convert string to float: 'bar'rX   r*   z2can't multiply sequence by non-int of type 'float'z0can't multiply sequence by non-int of type 'str'r/   z7unsupported operand type\(s\) for \+: 'float' and 'str'rW   |z%Could not convert \['.*'\] to numericz/Could not convert string '(bar){30}' to numericrZ   r[   z<'[><]=' not supported between instances of 'float' and 'str'rY   z Cannot convert \[.*\] to numeric)flagsr2   r\   Tr(   numeric_only)r7   joinrecompileSr?   r@   	TypeError)selffloat_string_framer(   rD   msgr#   r#   r$   #test_stat_op_api_float_string_frame   s8   z:TestDataFrameAnalytics.test_stat_op_api_float_string_framec                 C   s   t |||dd d S )NFrf   r7   )rm   float_framer(   rD   r#   r#   r$   test_stat_op_api_float_frame   s   z3TestDataFrameAnalytics.test_stat_op_api_float_framec                 C   s   dd }dd }dd }dd }d	d
 }t d||dddd t dtj|dddd t dtj|tjd t dtj|dd t dtj|tjd t d|| t d|| t d|| t d||dddd d S )Nc                 S   s   t |  S r   )r   r/   sr#   r#   r$   rV      s   z7TestDataFrameAnalytics.test_stat_op_calc.<locals>.countc                 S   s   t t|  S r   )r<   r   Zunique1ddropnart   r#   r#   r$   r\      s   z9TestDataFrameAnalytics.test_stat_op_calc.<locals>.nuniquec                 S      t j| ddS Nr*   Zddof)rB   r]   r   r#   r#   r$   r]         z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.varc                 S   rw   rx   )rB   r^   r   r#   r#   r$   r^      rz   z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.stdc                 S   s   t j| ddt t|  S rx   )rB   r^   sqrtr<   r   r#   r#   r$   r_      s   z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.semr\   FT)rF   r+   rG   r/   float32gMbP?)r+   r,   )rH   rW   rG   rX   r]   r^   r_   rV   )rT   rB   r/   astypeZnansumrW   r0   Znanprod)rm   float_frame_with_naZmixed_float_framerV   r\   r]   r^   r_   r#   r#   r$   test_stat_op_calc   sL   
z(TestDataFrameAnalytics.test_stat_op_calcc                    s>   t d  fdd} fdd}td|| td|| d S )Nscipy.statsc                        t | dk r	tjS  j| ddS )N   Fbias)r<   rB   rC   r`   r   Zsp_statsr#   r$   skewness     zHTestDataFrameAnalytics.test_stat_op_calc_skew_kurtosis.<locals>.skewnessc                    r   )N   Fr   )r<   rB   rC   kurtosisr   r   r#   r$   ra   #  r   zDTestDataFrameAnalytics.test_stat_op_calc_skew_kurtosis.<locals>.kurtr`   ra   )r?   importorskiprT   )rm   r   r   ra   r#   r   r$   test_stat_op_calc_skew_kurtosis  s
   
z6TestDataFrameAnalytics.test_stat_op_calc_skew_kurtosisc                 C   s.   dd }t d||dd t d||ddd d S )Nc                 S   s   t |  r	tjS t| S r   )r   anyrB   rC   rY   r   r#   r#   r$   r%   ,  s   
z3TestDataFrameAnalytics.test_median.<locals>.wrapperrY   Tr}   F)r+   rG   )rT   )rm   r   	int_framer%   r#   r#   r$   test_median+  s
   

z"TestDataFrameAnalytics.test_medianmethod)r/   rW   r0   r]   r^   r`   rZ   r[   rJ   )gȃw@Ba@gCVZg
?Z.F?)r   r           )g94c4?g@}jX?gNr   r   cfoobarbazOr4   r   r   r   r   r*   r   r6   z0ignore:Mismatched null-like values:FutureWarningc                 C   sj   |j jtjks	J t|||d}t|d||dt}|dv r-|dv r-d || < t	|| d S )Nr.   Zf8)r*   columnsrd   )
r   r6   rB   Zobject_r7   r~   objectr   r8   r=   )rm   r   rJ   r(   rK   rO   r#   r#   r$   %test_stat_operators_attempt_obj_array6  s   z<TestDataFrameAnalytics.test_stat_operators_attempt_obj_arrayop)rW   r^   r]   r`   ra   r_   c              	   C   s   t g dg dg dd}dg d}tjt|d t||  W d    n1 s-w   Y  tdd	5 dg d}tjt|d t||  W d    n1 sXw   Y  W d    d S W d    d S 1 spw   Y  d S )
Nr*   r   r   r   )      ?       @      @      @r   r   r   d)intfloatstrrc   )Could not convertcould not convertz"can't multiply sequence by non-intr2   use_bottleneckF)r	   rh   r?   r@   rl   r7   pdoption_context)rm   r   rJ   ro   r#   r#   r$   test_mixed_opsZ  s,   "z%TestDataFrameAnalytics.test_mixed_opsc                 C   sr   t g dg dg dd}|jg dd |jdd}t|jtjg dtd	 |j	jd
d}t
|| d S )N)TTFFF)
         (   2   )r   r   r   r   e)Z	bool_dataZint_dataZstring_datar   r   r.   )r      Zabcder   r*   )r	   reindexr/   r8   Zassert_numpy_array_equalr   rB   arrayr   Tr=   )rm   rJ   testZaltr#   r#   r$   test_reduce_mixed_framey  s   z.TestDataFrameAnalytics.test_reduce_mixed_framec                 C   s   t g dg ddtjdgd}t| tdddd t|jddtdddd t|jdd	tdddd
 t|jdddtdddd
 d S )Nr*   r*   r*   r*   r   r   r*   r   ABCr   Frv   r.   r   )r(   rv   )r	   rB   rC   r8   r=   r\   r   rm   rJ   r#   r#   r$   test_nunique  s     z#TestDataFrameAnalytics.test_nuniquetzNUTCc                 C   sT   t ddgtd|dgd d}| }tdtd|dgddgd	}t|| d S )
Nr*   2000r   r   r   r   r   r   r   r5   r	   r   rW   r   r8   r=   rm   r   rJ   rK   rO   r#   r#   r$    test_mean_mixed_datetime_numeric  s    z7TestDataFrameAnalytics.test_mean_mixed_datetime_numericc                 C   sJ   t dtd|dgd i}| }ttd|dgdgd}t|| d S )Nr   r   r   r   r   r   r   r#   r#   r$   test_mean_includes_datetimes  s   z3TestDataFrameAnalytics.test_mean_includes_datetimesc                 C   s  dd t dddd t dddd t dddd t ddd	d t d
dddt dddd t ddd	d t dddd t dddd t ddg
}t|}tjtdd |  W d    n1 sbw   Y  |ddg  }tddgddgtd}t	|| d S )Nr   z628.00r   r*   z383.00r   z651.00z575.00r   z1114.00TESTz241.00z572.00z609.00z820.00   z1223.00unsupported operand typer2   r   r   g@gL@r4   )
r   r	   r?   r@   rl   rW   r   r   r8   r=   )rm   r   rJ   rK   rO   r#   r#   r$   test_mean_mixed_string_decimal  s$   
z5TestDataFrameAnalytics.test_mean_mixed_string_decimalc                 C   s   |j dd}|dd }t|| |jdd}|dd }t|| ttjdddd	}t	j
|d	d
}|d	k  rCJ tdd t	j
|d	d
}|d	k  rYJ W d    d S 1 sdw   Y  d S )Nr   ry   c                 S      | j ddS Nr   ry   )r^   r   r#   r#   r$   <lambda>      z5TestDataFrameAnalytics.test_var_std.<locals>.<lambda>c                 S   r   r   )r]   r   r#   r#   r$   r     r   r   r*     r   r   r.   r   F)r^   r>   r8   assert_almost_equalr]   rB   repeatrandomdefault_rngr   Znanvarr   r   r   rm   Zdatetime_framerK   rO   arrr#   r#   r$   test_var_std  s   "z#TestDataFrameAnalytics.test_var_stdmeth)r_   r]   r^   c                 C   sf  t tjddg dd}|dti}d|jd< t tjddg dd}|dti}d|jd< t||d	d
d}t|ddg |d	d}t	
|| t||d	d
d}t|ddg |d	d}t	
|| d}tjt|d t||d	dd W d    n1 sw   Y  d}tjt|d t||d	dd W d    d S 1 sw   Y  d S )Nr   )r   r   r   r   r   100)r   r   r   r*   Trf   r   r   r.   z6unsupported operand type\(s\) for -: 'float' and 'str'r2   Fz&could not convert string to float: 'a')r	   rB   r   r   standard_normalr~   r   locr7   r8   r=   r?   r@   rl   )rm   r   Zdf1df2rK   rO   ro   r#   r#   r$   test_numeric_only_flag  s4   

"z-TestDataFrameAnalytics.test_numeric_only_flagc                 C   s   |j dd}|dd }t|| ttjdddd}tj	|dd	}|dk 
 r0J td
d tj	|dd	}|dk 
 rFJ W d    d S 1 sQw   Y  d S )Nr   ry   c                 S   s   | j ddtt|  S r   )r^   rB   r{   r<   r   r#   r#   r$   r     s    z1TestDataFrameAnalytics.test_sem.<locals>.<lambda>r   r   r   r   r.   r   F)r_   r>   r8   r   rB   r   r   r   r   Znansemr   r   r   r   r#   r#   r$   test_sem  s   "zTestDataFrameAnalytics.test_semzdropna, expectedT   g      $@r   r   )
categories2000-1-21 days)r   r   r   DEFGF   	   )r   NaTr   r   r   rC   rC   rC   r   r*   r   r   )HIJKLMNr   r   r   r   )rC   r   rC   rC   c                 C   s   t g dddtjdgdtjtjtjgtjtjdtjgttjtjdtjgtg dtg dg dg d	ddtjtjgtdtjdtjgtg d
tg dtjdddd}|t|  j	|d}t |}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   rC   r   rC   r   int64r   )r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   )r	   rB   rC   r   r   r   arangesortedkeysmoder8   assert_frame_equal)rm   rv   rO   rJ   rK   r#   r#   r$   test_mode_dropna  s(   6



z'TestDataFrameAnalytics.test_mode_dropnac                 C   s   t dtjtjddgi}t ddtjgi}tt |jdd}|jddjdd}W d    n1 s5w   Y  t	|| d S )Nr   r   Fr   )ZbyT)Zdrop)
r	   rB   rC   r8   r9   UserWarningr  Zsort_valuesZreset_indexr  )rm   rJ   rO   rK   r#   r#   r$   test_mode_sortwarningQ  s   z,TestDataFrameAnalytics.test_mode_sortwarningc                 C   sD   t g ddgd}| }t g ddgtg tjdd}t|| d S )Nr   r   r   r   r   r5   )r	   r  r
   rB   r   r8   r  rm   rJ   rK   rO   r#   r#   r$   test_mode_empty_df^  s   z)TestDataFrameAnalytics.test_mode_empty_dfc                 C   s  t tddddtddddtdtddd d	}t |d
 |d  |d
 |d  d}| }|jd |jd ks=J |jd |jd ksIJ |jdd}||jd k sZJ | }|jd |jd ksjJ |jd |jd ksvJ |jdd}||d
 k sJ |	 }t	|}t |d
 |d  |d |d
  d}t
|| t
|| | }d|d< d|d< d|d< td|d< | }tttddttdddddtdg|jd}t
|| |jddd }tg d!g d"d}t
|| |d
dg d}ttddgd }t
|| |d
dg  }ttddtddgd
dgd}t
|| t td#dd$td%dd$d&}|d' |d(  |d)< |d) jd*ksYJ |d( |d'  |d+< |  |d) jd*ksqJ |d+ jd*ks{J d S ),Nz2012-1-1r   r   r   freqz2012-1-2Z20120101r   )minutessecondsr   r   r   r   r   r   )r   r   r*   )r   r   r.   )r   r   )r   r   r   r   r   Z20130101r   i1  r  )daysr   Trf   )r*   r*   r   r   Z20130102r   Z20130105)timetime2r  r  Zoff1timedelta64[ns]Zoff2)r	   r   r   r   rZ   ilocr   allr[   absr8   r  copyr   r   	Timedeltar   r=   r6   _consolidate_inplace)rm   rJ   ZdiffsrK   Zresult2rO   mixedr#   r#   r$   test_operators_timedelta64d  sz   &&

z1TestDataFrameAnalytics.test_operators_timedelta64c                 C   s   t jddd}t||ddd}t j|jd< |jdd	}t|d
  t jgd
dgdd}t|| |jddd}tt 	dgd t jt 	dg }t|| d S )Nz1 Dayr   r   r   Tr  )r  Fr)   r   r   r  r4   r*   r'   r   r   )
r   timedelta_ranger	   r   r  r^   r   r8   r=   r  )rm   ZtdirJ   rK   rO   r#   r#   r$   !test_std_timedelta64_skipna_false  s   $z8TestDataFrameAnalytics.test_std_timedelta64_skipna_falser   z
2022-01-01z
2022-01-02z
2022-01-03c           	      C   s   |r|rt dd |D rtjjdd}|j| tdt|i}|j|d}|r3t dd |D r=t	dt
jidd	}nt	dd
idd	}t|| d S )Nc                 s       | ]}|t ju V  qd S r   r   r   .0valuer#   r#   r$   	<genexpr>      zFTestDataFrameAnalytics.test_std_datetime64_with_nat.<locals>.<genexpr>z=GH#51446: Incorrect type inference on NaT in reduction resultreasonr   r  c                 s   r!  r   r"  r#  r#   r#   r$   r&    r'  r  r   l     "R: )r  r?   markxfailnode
add_markerr	   r   r^   r   r   r   r8   r=   )	rm   r   r)   using_array_managerrequestr*  rJ   rK   rO   r#   r#   r$   test_std_datetime64_with_nat  s   z3TestDataFrameAnalytics.test_std_datetime64_with_natc                 C   sZ   t  }|d}|d}t|tsJ t|tsJ t|dks#J t|dks+J d S )Nr   r*   )r	   r/   r:   r   r<   )rm   Zempty_frameZaxis0Zaxis1r#   r#   r$   test_sum_corner  s   

z&TestDataFrameAnalytics.test_sum_cornerr5   r   )r  c                 C   s\   t dg|d}t||dd}|dv rd}n	|dkrd}nd	}tg ||d
}t|| d S )Nr   r  r*   r.   )r   r  boolrV   r   r   r4   r	   r7   r   r8   r=   )rm   all_reductionsr5   r.  rJ   rK   expected_dtyperO   r#   r#   r$   test_axis_1_empty  s   z(TestDataFrameAnalytics.test_axis_1_emptyzmethod, unit)r/   r   )r0   r*   rg   )NTFc                 C   s  g d}t ||g|tjgtjtjgd}t|||d}t|||g|dd}t|| t|||dd}t||tjg|d}t|| t|||dd}t|||g|dd}t|| t|jdd  ||dd}t|tjtjg|d}t|| t |gd	 |gd
 tjgd
  d}t|||d
d}t|ddgd}t|| t|||dd}t|ddgd}t|| d S )Nr   rg   float64r4   r*   )rg   	min_countr   r   r   r   r   r   r      )r	   rB   rC   r7   r   r8   r=   r  )rm   r   rS   rg   idxrJ   rK   rO   r#   r#   r$   test_sum_prod_nanops  s*   "&z+TestDataFrameAnalytics.test_sum_prod_nanopsc                 C   s   g d}t ddgdtjgtjtjgd}|t}| }tg dd|d}t|| |jdd}t|| |jdd}tddtjgd|d}t|| d S )Nr   r   )r   r   r   m8[ns]r6   r5   r9  r*   )	r	   rB   rC   r>   r   r/   r   r8   r=   )rm   r;  rJ   r   rK   rO   r#   r#   r$   test_sum_nanops_timedelta%  s   "
z0TestDataFrameAnalytics.test_sum_nanops_timedeltac                 C   sJ   t g dg dd}|jdd}ttjtjgddgd}t|| d S )	Nr   r   r   r:  )r    yr   r?  r    rB  r   )r	   r/   r   rB   rC   r8   r=   r  r#   r#   r$   test_sum_nanops_min_count:  s   z0TestDataFrameAnalytics.test_sum_nanops_min_count
float_type)Zfloat16r|   r8  zkwargs, expected_result)r(   r9  g	@g333333@r'   c                 C   sL   t g dddtjgd|d}|jdi |}t||}t|| d S )N)r   gffffff@皙@g@r   r   r   r   r#   )r	   rB   rC   r/   r   r~   r8   r=   rm   rD  kwargsZexpected_resultrJ   rK   rO   r#   r#   r$   test_sum_nanops_dtype_min_countA  s   z6TestDataFrameAnalytics.test_sum_nanops_dtype_min_countr   r   c                 C   sL   t g dddtjgd|d}|jdi |}t||}t|| d S )N)r   r   rE  r   rF  r   r#   )r	   rB   rC   r0   r   r~   r8   r=   rG  r#   r#   r$    test_prod_nanops_dtype_min_countQ  s   z7TestDataFrameAnalytics.test_prod_nanops_dtype_min_countc                 C   s6   |j t}t||j|jd}|td }|  d S )Nr5   r   r*   )r   r~   r   r	   r5   r   r   r/   )rm   rr   r   rE   Zdeltasr#   r#   r$   test_sum_objectc  s   z&TestDataFrameAnalytics.test_sum_objectc                 C   s"   t |}|d |d d S )Nr*   r   )rB   isnanr/   )rm   rr   boolsr#   r#   r$   test_sum_booli  s   

z$TestDataFrameAnalytics.test_sum_boolc                 C   s`   t tdddg ddg d}tjtdd |  W d    d S 1 s)w   Y  d S )	Nr   r   r   r   r   )r   r   r   z does not support reduction 'sum'r2   )r	   r   r   r?   r@   rl   r/   r   r#   r#   r$   test_sum_mixed_datetimeo  s   
"z.TestDataFrameAnalytics.test_sum_mixed_datetimec                 C   s   t jtdd |jdd W d    n1 sw   Y  t jtdd |jdd W d    n1 s5w   Y  |d dk|d< |d}|d |d j ksTJ d S )	Nr   r2   r   r.   r   r*   r   r2  )r?   r@   rl   rW   r   )rm   rr   rn   Zmeansr#   r#   r$   test_mean_cornerw  s   
z'TestDataFrameAnalytics.test_mean_cornerc              	   C   s   t tdtdddtjdddtjddddd}|jd	d
}tddi}t	
|| tjtdd |  W d    d S 1 sDw   Y  d S )Nr   
2016-01-01r   1D2016r   r
  )r   r   r   r   Tr7  r   z'mean is not implemented for PeriodArrayr2   )r	   rB   r   r   r   r  period_rangerW   r   r8   r=   r?   r@   rl   r  r#   r#   r$   test_mean_datetimelike  s   

"z-TestDataFrameAnalytics.test_mean_datetimelikec                 C   s   t tdtdddtjdddd}|jdd}td|jd	 |jd
 d}t	
|| tjdddd|d< tjtdd |jdd W d    d S 1 sQw   Y  d S )Nr   rR  r   rS  r   Fr7  r*   )r*   r   )r*   r   rT  r   r
  r   z"mean is not implemented for Periodr2   )r	   rB   r   r   r   r  rW   r   r   r8   r=   rU  r?   r@   rl   r  r#   r#   r$   )test_mean_datetimelike_numeric_only_false  s   
	"z@TestDataFrameAnalytics.test_mean_datetimelike_numeric_only_falsec                 C   sP   t jdjddd}t|dd}|jdd}t| d	}t|| d S )
Nr   r   )r   r   )sizeInt64r   Tr7  Float64)	rB   r   r   Zintegersr	   rW   r~   r8   r=   )rm   r   rJ   rK   rO   r#   r#   r$   *test_mean_extensionarray_numeric_only_true  s
   zATestDataFrameAnalytics.test_mean_extensionarray_numeric_only_truec                 C   s   t jtdd |d W d    n1 sw   Y  t jtdd |d W d    n1 s3w   Y  t jtdd |d W d    n1 sOw   Y  t jtdd |d W d    d S 1 slw   Y  d S )Nr   r2   r*   r   )r?   r@   rl   r^   r]   rW   r`   )rm   rn   r#   r#   r$   test_stats_mixed_type  s   "z,TestDataFrameAnalytics.test_stats_mixed_typec                 C   s8   t tdtdd}t|}|jddd dksJ d S )Nr*   r   rK  r.   r   )r	   r;   r   r/   )rm   rJ   rN  r#   r#   r$   test_sum_bools  s   z%TestDataFrameAnalytics.test_sum_boolsr)   c              	   C      |}t j|jdd< t j|jdddd f< ||fD ]c}d }|du s&|dkr.||u r,d nt}d}tj||d	 |j||d
}	W d    n1 sIw   Y  d}
tj||
d	 |jtj||d
}W d    n1 skw   Y  |	|j
j}t|	| qd S )Nr   r      r   r  Fr*   z3The behavior of DataFrame.idxmin with all-NA valuesr2   r'   zThe behavior of Series.idxmin)rB   rC   r  FutureWarningr8   r9   idxminr>   r   r~   r5   r6   r=   rm   rr   r   r)   r(   rE   rJ   warnro   rK   msg2rO   r#   r#   r$   test_idxmin  $   z"TestDataFrameAnalytics.test_idxminz3ignore:PeriodDtype\[B\] is deprecated:FutureWarningc                 C   H   |dkr
t |d}nt |d}|j||d}t|jd}t|| d S Nr   r   r   r'   r   )r	   ra  r   r6   r8   r=   rm   r5   r)   r(   rE   rK   rO   r#   r#   r$   test_idxmin_empty     
z(TestDataFrameAnalytics.test_idxmin_emptyc                 C   f   t g dg dtdd}|j|d}|r!tddgdd	gd
}n
tg dg dd
}t|| d S )Nr   r   r*   r   r*   r*   xyxr   r7  r   r*   r   r   r   )r   r*   r   )r	   listra  r   r8   r=   rm   rg   rJ   rK   rO   r#   r#   r$   test_idxmin_numeric_only     z/TestDataFrameAnalytics.test_idxmin_numeric_onlyc                 C   H   |}d}t jt|d |jdd W d    d S 1 sw   Y  d S Nz)No axis named 2 for object type DataFramer2   r   r.   )r?   r@   rA   ra  rm   rr   rE   ro   r#   r#   r$   test_idxmin_axis_2  
   "z)TestDataFrameAnalytics.test_idxmin_axis_2c              	   C   r^  )Nr   r   r_  r   r  Fr*   z3The behavior of DataFrame.idxmax with all-NA valuesr2   r'   zThe behavior of Series.idxmax)rB   rC   r  r`  r8   r9   idxmaxr>   r   r~   r5   r6   r=   rb  r#   r#   r$   test_idxmax  rf  z"TestDataFrameAnalytics.test_idxmaxc                 C   rg  rh  )r	   ry  r   r6   r8   r=   ri  r#   r#   r$   test_idxmax_empty  rk  z(TestDataFrameAnalytics.test_idxmax_emptyc                 C   rl  )Nrm  rn  ro  r   r7  r*   r   r   r   r   )r*   r   r*   )r	   rp  ry  r   r8   r=   rq  r#   r#   r$   test_idxmax_numeric_only  rs  z/TestDataFrameAnalytics.test_idxmax_numeric_onlyc                 C   rt  ru  )r?   r@   rA   ry  rv  r#   r#   r$   test_idxmax_axis_2#  rx  z)TestDataFrameAnalytics.test_idxmax_axis_2c                 C   sP  t ddd}tg dtdd d d |jddd}| }tg d	g dd
}t|| | }tg dg dd
}t|| t	j
|jd< | }tg d	g dd
}t|| | }tg dg dd
}t|| |d d d |d< |  | }tg dg dd
}t|| | }tg dg dd
}t|| d S )NrR  r   r   )r   r   r*   r  T)deepr   )r*   r   r   r   )r   r   r   )r   r   r   )r*   r   r   r   r   )r   r   r*   r   )r   r	   r;   r  ry  r   r8   r=   ra  r   r   r   r  rm   ZdtirJ   rK   rO   r#   r#   r$   test_idxmax_mixed_dtype)  s.   *z.TestDataFrameAnalytics.test_idxmax_mixed_dtypezop, expected_valuery  ra  r   c                 C   s^   t g dg dddd}|d}t|| }t d|itdd	gddd
d}t|| d S )N)d   r  r     r  r  )r   r   r   r*   r   r   )IDr%  rY  r   r  r%  r  r  )namer6   r   )r	   groupbyr7   r
   r8   r  )rm   r   Zexpected_valuerJ   rK   rO   r#   r#   r$   !test_idxmax_idxmin_convert_dtypesO  s   
z8TestDataFrameAnalytics.test_idxmax_idxmin_convert_dtypesc                 C   s   t ddd}t||d d d ddd}tj|jd< |  |jd	d
}tg d}t	|| |j
d	d
}tg d}t	|| d S )NrR  r   r   r  )r   r   Tr  )r   r   r*   r.   )r   r   r   )r   r   r   )r   r	   r   r   r  r  ry  r   r8   r=   ra  r  r#   r#   r$   "test_idxmax_dt64_multicolumn_axis1e  s   z9TestDataFrameAnalytics.test_idxmax_dt64_multicolumn_axis1r   r  	bool_onlyc                 C   s8   |}t jdt|dk|d< t||||d d S )Nr   g      ?Z_bool_r(   r  )rB   r   r   r   r<   r7   )rm   rD   r(   r  rn   r  r#   r#   r$   test_any_all_mixed_floatw  s   z/TestDataFrameAnalytics.test_any_all_mixed_floatc                 C   s   t |||dd d S )NFr  rq   )rm   rD   r(   bool_frame_with_nar#   r#   r$   test_any_all_bool_with_na  s   z0TestDataFrameAnalytics.test_any_all_bool_with_nac                    sX  | d}tt| t||} fdd} fdd}|ddd}|d	dd}t||| t||j|d	d
 |dd
}|d	d
}t||| tj||j|d	d
dd tjtdd |dd
 W d    n1 srw   Y  |tj	 }	t|	|dd
}
t|	|d	d
}|dkr|

 rJ |
 rJ d S |
 sJ | sJ d S )NTc                    s   |   j} |S r   )rv   r   )r    Znonar!   r#   r$   rL     s   
zFTestDataFrameAnalytics.test_any_all_bool_frame.<locals>.skipna_wrapperc                    r   r   r   r   r!   r#   r$   r%     r&   z?TestDataFrameAnalytics.test_any_all_bool_frame.<locals>.wrapperr   Fr'   r*   r.   )r+   r1   r2   r   r   )Zfillnar7   rB   r8   r=   r>   r?   r@   rA   rC   r   r  )rm   rD   r  rE   rI   rL   r%   rM   rN   rP   rQ   rR   r#   r!   r$   test_any_all_bool_frame  s4   





z.TestDataFrameAnalytics.test_any_all_bool_framec                 C   s  t g dg dg ddg dd}|ddg jd	d
}tg dg dd}t|| |ddg jd	dd}t|| |d	}tg dg dd}t|| |jd	dd}t|| |jd d
 }|du smJ |jd d
 }|du s{J |dg jd d
 }|du sJ d S )N)TFF)TTF)TTTr   r   r   r   r   r*   r.   Tr  r  Fr   )r	   r   r   r8   r=   r  itemr  r#   r#   r$   test_any_all_extra  s.   
z)TestDataFrameAnalytics.test_any_all_extrabool_agg_funcc                 C   st   t dtjtjdgtjdtjdgtjtjtjdgtjtjdtjggd}t||||d}tg d}t|| d S )Nr*   Tr   5datar'   )TTTT)r	   rB   rC   r7   r   r8   r=   )rm   r(   r  r)   rJ   rK   rO   r#   r#   r$   test_any_all_object_dtype  s   z0TestDataFrameAnalytics.test_any_all_object_dtypezAignore:'any' with datetime64 dtypes is deprecated.*:FutureWarningc                 C   s^   dt jdt jg}tdtdtjtjg}t||d}|jdd}tg d}t	|| d S )Nr*   r   z
1960-02-15z
1960-02-16r   r.   )TTTF)
rB   rC   r   r   r   r	   r   r   r8   r=   )rm   Z
float_dataZdatetime_datarJ   rK   rO   r#   r#   r$   test_any_datetime  s   z(TestDataFrameAnalytics.test_any_datetimec                 C   s   t g dg dg dd}|jdd}ttjg d}t|| t g dg dg dg dd	}|jdd}td
di}t|| d S )Nr   rA  )NNN)col1col2col3Tr  r>  )FFT)r  r  r  col4r  F)r	   r  r   rB   bool_r8   r=   r  r#   r#   r$   test_any_all_bool_only  s    	z-TestDataFrameAnalytics.test_any_all_bool_onlyzfunc, data, expectedr   r   r   r   zM8[ns]zM8[ns, UTC]r=  categoryr   r   c                 C   s~  t |}tdd |jD rNtjtdd || W d    n1 s$w   Y  tjtdd tt ||jd d W d    d S 1 sGw   Y  d S d}|jdd  r]t	}nd }t
j||d	d
 ||}W d    n1 svw   Y  t|tjsJ | |u sJ t
j||d tt ||jd d}W d    n1 sw   Y  t|tjsJ | |u sJ d S )Nc                 s   s    | ]}t |tV  qd S r   )r:   r   )r$  r    r#   r#   r$   r&  F  r'  z>TestDataFrameAnalytics.test_any_all_np_func.<locals>.<genexpr>z)dtype category does not support reductionr2   r.   z0'(any|all)' with datetime64 dtypes is deprecatedc                 S   s
   | j dkS )Nr   )kindr   r#   r#   r$   r   S  s   
 z=TestDataFrameAnalytics.test_any_all_np_func.<locals>.<lambda>F)r3   Zcheck_stacklevel)r	   r   dtypesr?   r@   rl   r7   __name__r>   r`  r8   r9   r:   rB   r  r  )rm   funcr  rO   ro   rc  rK   r#   r#   r$   test_any_all_np_func  s4   5
"
z+TestDataFrameAnalytics.test_any_all_np_funcc                 C   sL   t tddgd }|du sJ t tddgd }|du s$J d S )Nr   r   r   TF)rB   r  r	   r  r   )rm   rK   r#   r#   r$   test_any_all_objecte  s   z*TestDataFrameAnalytics.test_any_all_objectc                 C   s"  t ddgddgdt}|  tddg|d< |d d|d< | }|dg }t|| |jdd	d
}tdgdgd}t	|| |ddg jdd	d
}t	|| |jdd d
saJ |j
dd	d
}tdgdgd}t	|| |dg j
dd	d
}t	|| |j
dd d
sJ d S )Nr   r   TFr   r   r  r   r   )r  r(   r   r   )r	   r~   r   r  r   Z_get_bool_datar8   r  r  r=   r   )rm   rJ   resrO   r#   r#   r$   test_any_all_object_bool_onlym  s&   
z4TestDataFrameAnalytics.test_any_all_object_bool_onlyc                 C   s   t g d}t dtjdtjgi}tg d}ttjtjdg}td  |j|dd dD ]}t|||dd	 q/W d    d S 1 sFw   Y  d S )
N)r   r   r   r   r   r   r*   r   )lowerr(   )ltlegtgeeqner.   )r	   rB   rC   r   r8   r9   Zclipr7   )rm   rJ   Zdf_nanru   Zs_nanr   r#   r#   r$   test_series_broadcasting  s   "z/TestDataFrameAnalytics.test_series_broadcasting)Yr  
__module____qualname__r?   r*  parametrizeparamtdZskip_if_no_scipyrp   rs   r   r   r   r	   rB   rC   r   filterwarningsr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r	  r  r   r0  r1  r8   ZmakeRangeIndexZmakeDateIndexZmakeNumericIndexr   r   ZmakePeriodIndexr6  r<  r@  rC  rI  rJ  rL  rO  rP  rQ  rV  rW  r[  r\  r]  re  rj  rr  rw  rz  r{  r|  r}  r  r  r  r  r  r  r  r  r  r  r   r  r   r  r  r  r  r#   r#   r#   r$   rU      sR   $8$
	




$





5W


 	


	

	&

+!


	
"#$%'
3#%rU   c                   @   s   e Zd Zdd Zdd Zdd Zdd Zej	d	d
dgej	dddgd	e
fddZej	dddgdd Zdd Zdd Zejdd Zejdd ZdS )TestDataFrameReductionsc                 C   s   t dtjtjtdgi}| }ttdgdgd}t|| | }ttdgdgd}t|| t dtjtjgi}| }ttjgdgd}t|| | }ttjgdgd}t|| d S )Nr   z
2012-05-01r   )	r	   r   r   r   rZ   r   r8   r=   r[   )rm   rJ   r  expr#   r#   r$   test_min_max_dt64_with_NaT  s   z2TestDataFrameReductions.test_min_max_dt64_with_NaTc                 C   s   |}t |trt rtd ttd|dtd|dgtd|dtjgd}|j	ddd	}t
|jd
 tjg}|j|d jksBJ t|| |jddd	}t
|jd tjg}|j|d jkscJ t|| d S )NzSGH#37659 OSError raised within tzlocal bc Windows chokes in times before 1970-01-01z2020-01-01 08:00:00r   z1920-02-01 09:00:00z2020-02-01 08:00:00rF  r*   Fr'   )r   r   r   )r   r   )r:   r   r   r?   skipr	   r   r   r   rZ   r   r   r6   r8   r=   r[   )rm   r/  Ztz_naive_fixturer   rJ   r  rO   r#   r#   r$   'test_min_max_dt64_with_NaT_skipna_false  s(   

	z?TestDataFrameReductions.test_min_max_dt64_with_NaT_skipna_falsec                 C   s   t dtg i}ttg }|jddjtju | tju ks!J |jddjtju | tju ks4J t	|jdd| t	|jdd| d S )Nr    r   r.   r*   )
r	   r   r   rZ   r    r   r   r[   r8   r=   )rm   rJ   Zexpected_dt_seriesr#   r#   r$   *test_min_max_dt64_api_consistency_with_NaT  s   &&zBTestDataFrameReductions.test_min_max_dt64_api_consistency_with_NaTc                 C   s   t dg i}tg td}t|jddjt| ksJ t|jddjt| ks2J t	|jdd| t	|jdd| d S )Nr    r   r   r.   r*   )
r	   r   r   rB   rM  rZ   r    r[   r8   r=   )rm   rJ   Zexpected_float_seriesr#   r#   r$   *test_min_max_dt64_api_consistency_empty_df  s   &&zBTestDataFrameReductions.test_min_max_dt64_api_consistency_empty_dfinitialz2018-10-08 13:36:45+00:00z2018-10-08 13:36:45+03:00r   rZ   r[   c                 C   s<   t |}t|g}t|g}t||dd}t|| d S )Nr*   r.   )r   r   r	   r7   r8   r=   )rm   r  r   Z
initial_dtrO   rJ   rK   r#   r#   r$   test_preserve_timezone  s
   

z.TestDataFrameReductions.test_preserve_timezonec                 C   s   t ddd}tttjtj|gttj||gd}t||}|d|d}|r0ttj||g}n	ttjtj|g}t|| d S )Nz
1900-01-01T)utcrF  r*   r'   )r   r	   r   r   r   r7   r8   r=   )rm   r   r)   valrJ   r   rK   rO   r#   r#   r$   !test_minmax_tzaware_skipna_axis_1  s   "
z9TestDataFrameReductions.test_minmax_tzaware_skipna_axis_1c                 C   s   t tddgttddtddgd}|jdd}tddgd	d
gd}t|| |jdd}tddgd}t|| d S )Nr   ru   r*   ms)r   tr.   FTr   r  )r  r5   r  )r	   r   r   r   r8   r=   r  r#   r#   r$   test_frame_any_with_timedelta  s   
z5TestDataFrameReductions.test_frame_any_with_timedeltac                 C   sr   |dkr|j tjjdd |g d}d}tjt|d t||d d W d    d S 1 s2w   Y  d S )NrV   zCount does not accept skipnar(  r   zAFor argument "skipna" expected type bool, received type NoneType.r2   r  )r,  r-  r?   r*  r+  r@   rA   r7   )rm   r/  Zframe_or_seriesr4  objro   r#   r#   r$   "test_reductions_skipna_none_raises  s   "z:TestDataFrameReductions.test_reductions_skipna_none_raisesc                 C   s`   t ttdgddttdgddd}| }ttdtdgdddgd	}t|| d S )
Nz
2019-12-31zdatetime64[s]r   z2019-12-31 00:00:00.123zdatetime64[ms]rF  r   r   r>  )r	   r   r   r[   r8   r=   r  r#   r#   r$   &test_reduction_timestamp_smallest_unit*  s   
z>TestDataFrameReductions.test_reduction_timestamp_smallest_unitc                 C   sh   t ttdgddttdgddd}| }ttdtdgdddgd}t|| d S )	Nr   ztimedelta64[s]r   ztimedelta64[ms]rF  r   r   r>  )r	   r   r   r  r[   r8   r=   r  r#   r#   r$   &test_reduction_timedelta_smallest_unit=  s   z>TestDataFrameReductions.test_reduction_timedelta_smallest_unitN)r  r  r  r  r  r  r  r?   r*  r  r   r  r  r  r  r  Zskip_array_manager_invalid_testr  Z&skip_array_manager_not_yet_implementedr  r#   r#   r#   r$   r    s&    

r  c                   @   sH   e Zd Zejdddgdd Zdd Zejddd	gd
d ZdS )TestNuisanceColumnsr   r   r  c                 C   sR  t ddgddd}| }tjtdd t||  W d    n1 s%w   Y  tjtdd tt|| W d    n1 sCw   Y  tjtdd t||dd	 W d    n1 sbw   Y  tjtdd t||d d	 W d    n1 sw   Y  tjtdd tt||dd
 W d    d S 1 sw   Y  d S )Nr   r*   r  r   )r6   r  does not support reductionr2   Fr  r.   )r   to_framer?   r@   rl   r7   rB   )rm   r   serrJ   r#   r#   r$   .test_any_all_categorical_dtype_nuisance_columnP  s"   "zBTestNuisanceColumns.test_any_all_categorical_dtype_nuisance_columnc                 C   sJ  t dtg di}|d }tjtdd |  W d    n1 s$w   Y  tjtdd |jdd W d    n1 sAw   Y  tjtdd |  W d    n1 s\w   Y  |d t|d< tjtdd |jdd W d    n1 sw   Y  tjtdd |  W d    d S 1 sw   Y  d S )Nr   )r*   r   r   r   r   r  r2   Fr7  r   )r	   r   r?   r@   rl   rY   r~   r   )rm   rJ   r  r#   r#   r$   -test_median_categorical_dtype_nuisance_columnf  s$   


"zATestNuisanceColumns.test_median_categorical_dtype_nuisance_columnrZ   r[   c                 C   s  t g ddd}t|}|d}tjtdd t||  W d    n1 s)w   Y  tjtdd tt|| W d    n1 sGw   Y  tjtdd t||dd W d    n1 sfw   Y  tjtdd t||  W d    n1 sw   Y  tjtdd tt||dd	 W d    n1 sw   Y  |d t	|d
< tjtdd t||  W d    n1 sw   Y  tjtdd tt||dd	 W d    d S 1 sw   Y  d S )N)r   r   r   r   F)orderedr   zis not ordered for operationr2   r7  r   r.   r   )
r   r   r  r?   r@   rl   r7   rB   r~   r   )rm   r   catr  rJ   r#   r#   r$   :test_min_max_categorical_dtype_non_ordered_nuisance_column  s2   
"zNTestNuisanceColumns.test_min_max_categorical_dtype_non_ordered_nuisance_columnN)	r  r  r  r?   r*  r  r  r  r  r#   r#   r#   r$   r  O  s    
r  c                   @   s<  e Zd Zejddejdejfdejdej	fdejdejfdejdejfdej
dejfdej
dejfdejdejfdejdejfdejdejfdejdejfdejdejfgdd Zejddejejfdejejfdejejfdejejfdej
ejfdej
ejfdejejfdejejfdejejfdejejfdejejfgd	d
 Zejdddderdndfddderdndfddderdndfddddderdndfddderdndfdddddgdd Zejddderdndfdderdndfdddderdndfdderdndfddddd gd!d" Zd#S )$TestEmptyDataFrameReductionsz#opname, dtype, exp_value, exp_dtyper/   r   r0   r*   c                 C   B   t g g d|d}t||dd}t||g|d}t|| d S Nr   r*   r   r   r?  r3  rm   rD   r6   Z	exp_value	exp_dtyperJ   rK   rO   r#   r#   r$   test_df_empty_min_count_0  s   z6TestEmptyDataFrameReductions.test_df_empty_min_count_0zopname, dtype, exp_dtypec                 C   F   t g g d|d}t||dd}ttjtjg|d}t|| d S Nr  r   r*   r?  )r	   r7   r   rB   rC   r8   r=   rm   rD   r6   r  rJ   rK   rO   r#   r#   r$   test_df_empty_min_count_1     z6TestEmptyDataFrameReductions.test_df_empty_min_count_1ZInt8ZInt32rY  )r/   rY  r   rY  )r0   rY  r*   rY  ZUInt8ZUInt32UInt64)r/   r  r   r  )r0   r  r*   r  )r/   Float32r   r  )r0   r  r*   r  )r/   rZ  r   rZ  c                 C   r  r  r3  r  r#   r#   r$   "test_df_empty_nullable_min_count_0  s   z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_0)r/   rY  rY  )r0   rY  rY  )r/   r  r  )r0   r  r  )r/   r  r  )r0   r  r  )r/   rZ  rZ  c                 C   r  r  )r	   r7   r   r   NAr8   r=   r  r#   r#   r$   "test_df_empty_nullable_min_count_1  r  z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_1N)r  r  r  r?   r*  r  rB   Zint8r   int_Zuint8Zuint64Zuintr|   r8  r  r  is_windows_or_is32r  r  r#   r#   r#   r$   r    s    


r  c                 C   s   | rt jjdd}|j| tdtj	d
dd}d|d< t|}|j|jk s1J |jd	d
}ttjddtjgdd}t|| |jdd	d}t|| |jdd	d}ttjddtjddtjddtjgdd}t|| d S )Nz3Incorrect type inference on NaT in reduction resultr(  r   zm8[s]r   r   ZNat)r  r  Fr  r   r  r   r   r'   r*   r   r   )r?   r*  r+  r,  r-  rB   r   r~   r   viewZreshaper	   r  r6   r  r/   r   r   r  r   r8   r=   )r.  r/  r*  r   rJ   rK   rO   r#   r#   r$   !test_sum_timedelta64_skipna_false   s0    


	r  c                  C   sP   t ddggtdd} | ddi} |  }tddgddgd}t|| d S )Nr   r*   abr   r   rY  r   )r	   rp  r~   r/   r   r8   r=   )rJ   rK   rO   r#   r#   r$   !test_mixed_frame_with_integer_sum"  s
   r  rg   )TFNr   rZ   r[   c                 C   sp   t d}t|jd |jgt d}td|i}t|| |d}tt|| gdt	dgddd}t
|| d S )Nr   r   rY  r7  r   r>  )rB   Ziinfor   r[   rZ   r   Z
Int64Dtyper	   r7   r
   r8   r=   )r   rg   Z
int64_infor  rJ   rK   rO   r#   r#   r$   test_minmax_extensionarray+  s   

r  ts_valuez
2000-01-01c                 C   sV   t dgdgdg| gd}tjtdd |  W d    d S 1 s$w   Y  d S )Nr*   g?r   r   r  r2   )r	   r?   r@   rl   r/   )r  rJ   r#   r#   r$   .test_frame_mixed_numeric_object_with_timestamp;  s   
"r  c                  C   s   t g d} | jdddd}tdg}t|| td}tjt	|d | j
dddd W d    d S 1 s9w   Y  d S )	N)r*   r   Tr   r*   F)r(   r9  rg   r   z2unsupported operand type(s) for +: 'int' and 'str'r2   )r	   r0   r   r8   r=   ri   escaper?   r@   rl   r/   )rJ   rK   rO   ro   r#   r#   r$   $test_prod_sum_min_count_mixed_objectC  s   

"r  )rZ   r[   rW   rY   r`   ra   r6   r8  rZ  c                 C   s   t tjdd|d}t|| d |d}|jtjd}| dv r>t	d}| dkr,d} t|| |d	d d
}t
|| d S tt| |d d}||ksMJ d S )Nr   )r   r   r   rf   >   r`   ra   r   ra   r   F)r   r(   r.   )r	   rB   r   r   r   r7   Zto_numpyr8  r?   r   r8   r   )r   rg   r6   rJ   rK   Znp_arrZcomp_modrO   r#   r#   r$   'test_reduction_axis_none_returns_scalarP  s   
r  kernel)ZcorrcorrwithZcovry  ra  ra   r[   rW   rY   rZ   r0   quantiler_   r`   r^   r/   r]   c                 C   s   t g dtd}| dkr|fnd}dg d}| dkr(d}d	}d||g}tjt|d
 t|| |  W d    d S 1 sBw   Y  d S )Nr   rF  r  r#   rc   )znot allowed for this dtypez%argument must be a string or a numberz"not supported between instances ofr   z*argument must be a string or a real numberrY   zTCannot convert \[\[<class 'object'> <class 'object'> <class 'object'>\]\] to numericzPCannot convert \[<class 'object'> <class 'object'> <class 'object'>\] to numericr2   )r	   r   rh   r?   r@   rl   r7   )r  rJ   argsro   Zmsg1rd  r#   r#   r$   test_fails_on_non_numerice  s   	"r  )r  r   rV   ry  ra  ra   r   r[   rW   rY   rZ   r\   r0   rX   r_   r`   r^   r/   r]   r9  r   c                 C   sv  t tg d|dtddtjdg|dd}t g ddd	tjd
gd}| dv r+d}n| dv r2d}n| dv r>|ds>d}n|}i }| dvrJ||d< | dv rR||d< d }d }	|sd| dv rdt}d|  d}	tj	||	d t
|| dddi|}
W d    n1 sw   Y  tj	||	d t
|| dddi|}W d    n1 sw   Y  | dvr||}t|
| d S )Nr   r   r   r*   r   rF  )r   r   r   r   r   r   r   rb   r   )r  r   boolean)ra   r   rW   rY   r_   r`   r^   r]   FloatrZ  )rV   r\   r  r)   )r0   rX   r/   r9  )ry  ra  zThe behavior of DataFrame.z with all-NA valuesr2   r(   r#   )r	   r   r   r  rB   rC   
startswithr`  r8   r9   r7   r~   r=   )r   r)   r9  Zany_numeric_ea_dtyperJ   Zexpected_dfr5  rH  rc  ro   rK   rO   r#   r#   r$   test_numeric_ea_axis_1  sL   	

r  )TTFr   r   N)5datetimer   decimalr   ri   Zdateutil.tzr   numpyrB   r?   Zpandas.compatr   r   Zpandas.util._test_decoratorsutilZ_test_decoratorsr  Zpandasr   r   r   r	   r
   r   r   r   r   r   r   r   Zpandas._testingZ_testingr8   Zpandas.corer   r   r  rT   rU   r  r  r  r  r  r*  r  r  r   r  r  r  r  r  r#   r#   r#   r$   <module>   st    4
n           0R_"	

