o
    Eh*                    @   sL  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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m Z m!Z!m"Z" d dl#m$Z% d dl&m'Z'm(Z( e rme poe Z)e pue Z*d=d	d
Z+						d>ddZ,e	j-dd Z.e	j-dd Z/G dd dZ0G dd dZ1G dd dZ2G dd dZ3dd Z4dd  Z5e	j67d!g d"e	j67d#d$d%gd&d' Z8e	j67d(ed)ej9gd*d+ Z:d,d- Z;e	j67d#g d.e	j67d!ddge	j67d/d0d1gd2d3 Z<e	j67d4g d5d6d7 Z=e	j67d#g d8e	j67d9d d:gd;d< Z>dS )?    )	timedelta)DecimalN)tzlocal)IS64is_platform_windows)np_version_gt2)CategoricalCategoricalDtype	DataFrameDatetimeIndexIndexPeriodIndex
RangeIndexSeries	Timestamp
date_rangeisnanotnato_datetimeto_timedelta)
algorithmsnanopsc                    s$   r
fdd}|S  fdd}|S )a`  
    Create a function for calling on an array.

    Parameters
    ----------
    alternative : function
        The function to be called on the array with no NaNs.
        Only used when 'skipna_alternative' is None.
    skipna_alternative : function
        The function to be called on the original array

    Returns
    -------
    function
    c                    
    | j S Nvaluesxskipna_alternative Blib/python3.10/site-packages/pandas/tests/frame/test_reductions.pyskipna_wrapper=      
z+make_skipna_wrapper.<locals>.skipna_wrapperc                    s"   |   }t|dkrtjS  |S )Nr   )dropnalennpnanr   Znonaalternativer    r!   r"   B   s   r    )r*   r   r"   r    )r*   r   r!   make_skipna_wrapper+   s
   r+   TFh㈵>: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                    r   r   r   r   r)   r    r!   wrapper   r#   z$assert_stat_op_calc.<locals>.wrapperr   Faxisskipna   )check_dtypertolatolr5   )r9   r:   )sumprodNo axis named 2matchr=   indexdtype)getattrr
   r   tmassert_produces_warning
isinstancer   ranger%   r+   assert_series_equalapplyr   rC   pytestraises
ValueErrorr&   r'   rB   )opnamer*   frame
has_skipnar8   check_datesr9   r:   r   fdfresultr3   r"   result0result1expectedZ	lcd_dtypeall_nar0r1unitr    r)   r!   assert_stat_op_calcK   sz   
%





r\   c                  C   s   t tjtjdtdtjdtdgddtdd tdD tdtt	dtdtd	} tj
| jd
d< tj
| jddddf< | S )z
    Fixture for DataFrame of booleans with index of unique strings

    Columns are ['A', 'B', 'C', 'D']; some entries are missing
    )      rC   r   r;   c                 S      g | ]}d | qS Zfoo_r    .0ir    r    r!   
<listcomp>       z&bool_frame_with_na.<locals>.<listcomp>   ABCD)rB   columnsrC      
   r]      N)r
   r&   ZconcatenateZonesboolZzerosr   rH   objectlistr'   ilocrS   r    r    r!   bool_frame_with_na   s   	rs   c                  C   sj   t tjddtdd tdD tdttdtdd} tj	| j
d	d
< tj	| j
ddddf< | S )z
    Fixture for DataFrame of floats with index of unique strings

    Columns are ['A', 'B', 'C', 'D']; some entries are missing
    r/   )rg   r^   c                 S   r`   ra   r    rb   r    r    r!   re      rf   z'float_frame_with_na.<locals>.<listcomp>rg   r_   rh   rB   ri   rj   rk   r]   rl   rm   N)r
   r&   randomdefault_rngstandard_normalr   rH   ro   rp   r'   rq   rr   r    r    r!   float_frame_with_na   s   rx   c                   @   sL  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ddejded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ddejded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$g d%d&d'eejd(gejd)gejd*gd+ed,gejd-d.d/ Zejd0g d1d2d3 Zd4d5 Zd6d7 Zejd8d9d:gd;d< Zejd8d9d:gd=d> Zd?d@ ZdAdB ZejdCg dDdEdF ZdGdH ZejdIdJdKgdLgdMgdNgedNgdNgdOedPgdQd,edRgdSfdTdKgdLgejge ejgdUd,eejgdNgdOee!j"gdQd,ee!j"gdSfdJdVdWejejgdVdWejejgdejejejgedNejejejgdNgdOeg dXdQd,eg dYg dZd[fdTdVdWejejgdVdWejejgdejejejgeejdNejejgdNgdOeg d\dQd,eg d]g dZd[fgd^d_ Z#d`da Z$dbdc Z%ddde Z&dfdg Z'ejdhdidje!j"dkgd*e!j"g gdldm Z(dndo Z)ejdpe*deg e+g ej,d,e+g ej-d,eg dqdre.g dsdrgdtdu Z/ejdvddgdwdx Z0ejdydzd{gejd|g d}d~d Z1dd Z2dd Z3ejdg dejddd(dddejgfdd)dejejejgfddTdddejgfgdd Z4ejdg dejddd(dddejgfdd)dejejejgfddTdddejgfgdd Z5dd Z6dd Z7dd Z8dd Z9dd Z:dd Z;dd Z<dd Z=dd Z>ejddJdTgejdddgdd Z?ejdddgejddd Z@ejd|dJdTgdd ZAdd ZBejdddgdd ZCejdddgejddd ZDejd|dJdTgdd ZEdd 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ddTdJgddń ZKejdddgejdddgddǄ ZLejdȡejdddgddʄ ZMdd̄ ZNejdddgejdddgejddJdTgddτ ZOejdСdd҄ ZPddԄ ZQejdg ejRi dTfejSi dJfejRdg idTfejSdg idJfejRddTdTgidTfejSddTdTgidTfejRddJdTgidJfejSddJdTgidTfejRddJdJgidJfejSddJdJgidJfejRdTgdTgdלdTfejSdTgdTgdלdTfejRdTdTgdTdJgdלdJfejSdTdTgdTdJgdלdTfejSde ddMgdd,idTfejRde ddMgdd,idJfejSde ddgeTd,idTfejRde ddgeTd,idJfeejSde ddgdQd,idTeejSde ddgdd,idTeejRde ddgdQd,idJeejRde ddgdd,idJeejSde dd(gdQd,idJeejSde dd(gdd,idJeejRde dd(gdQd,idJeejRde dd(gdd,idJeejSde ddgdd,idTeejRde ddgdd,idJeejSde dd(gdd,idJeejRde dd(gdd,idJejSde ddgdd,idJfejRde ddgdd,idTfejSde dd(gdd,idJfejRde dd(gdd,idTfeejSe ddgdQd,e ddgdd,dלdJdd ZUdd ZVdd ZWdd ZXd9S )TestDataFrameAnalyticsr5   r   r7   rN   countr<   meanproductmedianminmaxnuniquevarstdsemskewZscipy)Zmarkskurtc                 C   s"  |dv r|dks|dv rt |||d nk|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|tjsa|d }tjt	|d t |||d W d    n1 s{w   Y  |dkrt |||dd d S d S )N)r<   r~   r   r   rz   r   r;   )r   r   r   r   r   z(could not convert string to float: 'bar'r|   r7   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'r{   |z%Could not convert \['.*'\] to numericz/Could not convert string '(bar){30}' to numericr~   r   z<'[><]=' not supported between instances of 'float' and 'str'r}   z@Cannot convert \[.*\] to numeric|does not support|Cannot perform)flagsz*|does not support|Cannot perform reductionr?   r   Tr5   numeric_only)
rD   joinrecompileSrG   PatternrK   rL   	TypeError)selffloat_string_framer5   rN   msgr    r    r!   #test_stat_op_api_float_string_frame   sB   z:TestDataFrameAnalytics.test_stat_op_api_float_string_framec                 C   s   t |||dd d S )NFr   rD   )r   float_framer5   rN   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!   rz   5  s   z7TestDataFrameAnalytics.test_stat_op_calc.<locals>.countc                 S   s   t t|  S r   )r%   r   Zunique1dr$   r   r    r    r!   r   8  s   z9TestDataFrameAnalytics.test_stat_op_calc.<locals>.nuniquec                 S      t j| ddS Nr7   Zddof)r&   r   r   r    r    r!   r   ;     z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.varc                 S   r   r   )r&   r   r   r    r    r!   r   >  r   z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.stdc                 S   s   t j| ddt t|  S r   )r&   r   sqrtr%   r   r    r    r!   r   A  s   z5TestDataFrameAnalytics.test_stat_op_calc.<locals>.semr   FT)rP   r8   rQ   r<   float32gMbP?)r8   r9   r   r{   rQ   r|   r   r   r   rz   )r\   r&   r<   astypeZnansumr{   r=   Znanprod)r   rx   Zmixed_float_framerz   r   r   r   r   r    r    r!   test_stat_op_calc4  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%   r&   r'   r   r   Zsp_statsr    r!   skewnesso     zHTestDataFrameAnalytics.test_stat_op_calc_skew_kurtosis.<locals>.skewnessc                    r   )Nr^   Fr   )r%   r&   r'   kurtosisr   r   r    r!   r   t  r   zDTestDataFrameAnalytics.test_stat_op_calc_skew_kurtosis.<locals>.kurtr   r   )rK   importorskipr\   )r   rx   r   r   r    r   r!   test_stat_op_calc_skew_kurtosisl  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   anyr&   r'   r}   r   r    r    r!   r3   }  s   
z3TestDataFrameAnalytics.test_median.<locals>.wrapperr}   Tr   F)r8   rQ   )r\   )r   rx   	int_framer3   r    r    r!   test_median|  s
   

z"TestDataFrameAnalytics.test_medianmethod)r<   r{   r=   r   r   r   r~   r   rS   )gȃw@Ba@gCVZg
?Z.F?)r   r           )g94c4?g@}jX?gNr2   r.   cfoobarbazOrA   r/   r   r^   r   r7   r/   r_   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)r7   ri   r   )
r   rC   r&   Zobject_rD   r   ro   r   rE   rI   )r   r   rS   r5   rT   rW   r    r    r!   %test_stat_operators_attempt_obj_array  s   z<TestDataFrameAnalytics.test_stat_operators_attempt_obj_arrayop)r{   r   r   r   r   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	. tjt|d t||  W d    n1 sQw   Y  W d    d S W d    d S 1 siw   Y  d S )
Nr7   r/   r   r^   )      ?       @      @      @r2   r.   r   d)intfloatstrr   )zCould not convertcould not convertz"can't multiply sequence by non-intzdoes not supportzCannot performr?   use_bottleneckF)r
   r   rK   rL   r   rD   pdoption_context)r   r   rS   r   r    r    r!   test_mixed_ops  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)rk   rl   rg   (   2   )r2   r.   r   r   e)Z	bool_dataZint_dataZstring_datari   r   r;   )r/      Zabcder_   r7   )r
   reindexr<   rE   Zassert_numpy_array_equalr   r&   Zarrayro   TrI   )r   rS   testZaltr    r    r!   test_reduce_mixed_frame  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r7   r7   r7   r7   r/   r   r7   r   ABCr/   Fr$   r;   r   )r5   r$   )r
   r&   r'   rE   rI   r   r   r   rS   r    r    r!   test_nunique  s     z#TestDataFrameAnalytics.test_nuniquetzNZ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 )
Nr7   2000r   r/   r   r   r   r   r   rB   r
   r   r{   r   rE   rI   r   r   rS   rT   rW   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   r7   z383.00r   z651.00z575.00r^   z1114.00ZTESTz241.00z572.00z609.00z820.00rj   z1223.00z8unsupported operand type|does not support|Cannot performr?   r   r   g@gL@rA   )
r   r
   rK   rL   r   r{   r   ro   rE   rI   )r   r   rS   rT   rW   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^   r   c                 S      | j ddS Nr^   r   )r   r   r    r    r!   <lambda>      z5TestDataFrameAnalytics.test_var_std.<locals>.<lambda>c                 S   r   r   )r   r   r    r    r!   r     r   r/   r7     r   r   r;   r   F)r   rJ   rE   assert_almost_equalr   r&   repeatru   rv   r   Znanvarr   r   r   r   Zdatetime_framerT   rW   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/   )rj   r   r   r   r   Z100)r   r   r2   r7   Tr   r   r   r;   z6unsupported operand type\(s\) for -: 'float' and 'str'r?   Fz&could not convert string to float: 'a')r
   r&   ru   rv   rw   r   ro   locrD   rE   rI   rK   rL   r   )r   r   Zdf1df2rT   rW   r   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^   r   c                 S   s   | j ddtt|  S r   )r   r&   r   r%   r   r    r    r!   r   G  s    z1TestDataFrameAnalytics.test_sem.<locals>.<lambda>r/   r   r   r   r;   r   F)r   rJ   rE   r   r&   r   ru   rv   r   Znansemr   r   r   r   r    r    r!   test_semE  s   "zTestDataFrameAnalytics.test_semzdropna, expectedT   g      $@r   r2   )
categories
2000-01-02M8[ns]1 days)r   r   r   DEFGFr      	   )r   NaTr  r  r   r'   r'   r'   r   r7   r/   r   )HIJKLMNr  r   r  r  )r'   r   r'   r'   c                 C   s   t g dddtjdgdtjtjtjgttjtjdtjgddttjtjdtjgtg dd	dtg d
g dg dddtjtjgtdtjdtjgtg dd	dtg dtjdddd}|t|	  j
|d}t |}t|| d S )N)r   r         rk   r   r7   r2   r   r_   r  r   r  )r  r  r  r  )r  r  r  r  )r   r   r  r  )r   r'   r   r'   r^   int64)r   r   r   r   r   r   r  r  r  r	  r
  r  r  r  r   )r
   r&   r'   r   r   r   r   arangesortedkeysmoderE   assert_frame_equal)r   r$   rW   rS   rT   r    r    r!   test_mode_dropnaR  s,   :

z'TestDataFrameAnalytics.test_mode_dropnac                 C   sF   t dtjtjddgi}t ddtjgi}|jdd}t|| d S )Nr   r2   Fr   )r
   r&   r'   r  rE   r  )r   Zusing_infer_stringrS   rW   rT   r    r    r!   test_mode_sort_with_na  s   z-TestDataFrameAnalytics.test_mode_sort_with_nac                 C   sD   t g ddgd}| }t g ddgtg tjdd}t|| d S )Nr2   r.   r   r_   ri   rB   )r
   r  r   r&   r  rE   r  r   rS   rT   rW   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   r1   freqz2012-1-2Z20120101rj   )Zminutessecondsr   r   r   r   r   r   )r   r   r7   )r   r   r;   )r/   r   )r/   r   r   r   r   Z20130101r   i1  r  )Zdaysr   Tr   )r7   r7   r   r   Z20130102r0   Z20130105)timetime2r"  r!  Zoff1timedelta64[ns]Zoff2)r
   r   r   r   r~   rq   r   allr   absrE   r  copyr   r   	Timedeltari   rI   rC   _consolidate_inplace)r   rS   ZdiffsrT   Zresult2rW   mixedr    r    r!   test_operators_timedelta64  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 Dayrk   r0   r   Tr&  )rm   r   Fr6   r   r   r#  rA   r7   r4   r   r  )
r   timedelta_ranger
   r  rq   r   r   rE   rI   r'  )r   ZtdirS   rT   rW   r    r    r!   !test_std_timedelta64_skipna_false  s   $z8TestDataFrameAnalytics.test_std_timedelta64_skipna_falser   z
2022-01-01z
2022-01-02z
2022-01-03c                 C   s   |r|rt dd |D rtjjdd}|| t||}td|i}|j|d}	|r7t dd |D rEt	dt
jid| d	d
}
nt	ddid| d	d
}
t|	|
 d S )Nc                 s       | ]}|t ju V  qd S r   r   r  rc   valuer    r    r!   	<genexpr>       zFTestDataFrameAnalytics.test_std_datetime64_with_nat.<locals>.<genexpr>z=GH#51446: Incorrect type inference on NaT in reduction resultreasonr2   r,  c                 s   r/  r   r0  r1  r    r    r!   r3  )  r4  ztimedelta64[]r_   l     "R: )r$  rK   markxfailapplymarkerr   Zas_unitr
   r   r   r   r  rE   rI   )r   r   r6   using_array_managerrequestr[   r8  dtirS   rT   rW   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   r7   )r
   r<   rG   r   r%   )r   Zempty_frameZaxis0Zaxis1r    r    r!   test_sum_corner0  s   

z&TestDataFrameAnalytics.test_sum_cornerrB   ZME)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 )Nr2   r  r7   r;   )r   r$  rn   rz   r  ro   rA   r
   rD   r   rE   rI   )r   all_reductionsrB   rS   rT   expected_dtyperW   r    r    r!   test_axis_1_empty:  s   z(TestDataFrameAnalytics.test_axis_1_empty	min_countc           	      C   s\   |}t dtjgi|d}|jd||d}|r|dkrdntj}t|g|d}t|| d S )Nr2   r_   r7   )r5   r6   rD  r    )r
   r   NAr<   r   rE   rI   )	r   Zstring_dtype_no_objectr6   rD  rC   rS   rT   r2  rW   r    r    r!   test_axis_1_sum_naQ  s   z)TestDataFrameAnalytics.test_axis_1_sum_nazmethod, unit)r<   r   )r=   r7   r   )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   r   float64rA   r7   )r   rD  r   r   rk   rj   r   r   r      )r
   r&   r'   rD   r   rE   rI   rq   )r   r   r[   r   idxrS   rT   rW   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]rC   rB   rD  r7   )	r
   r&   r'   rJ   r   r<   r   rE   rI   )r   rK  rS   r   rT   rW   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^   rj   rJ  )r   yrk   rO  r   rR  r   )r
   r<   r   r&   r'   rE   rI   r  r    r    r!   test_sum_nanops_min_count  s   z0TestDataFrameAnalytics.test_sum_nanops_min_count
float_type)Zfloat16r   rI  zkwargs, expected_result)r5   rD  g	@g333333@r4   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   r2   r.   r_   r    )r
   r&   r'   r<   r   r   rE   rI   r   rT  kwargsZexpected_resultrS   rT   rW   r    r    r!   test_sum_nanops_dtype_min_count  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   rU  r   rV  r_   r    )r
   r&   r'   r=   r   r   rE   rI   rW  r    r    r!    test_prod_nanops_dtype_min_count  s   z7TestDataFrameAnalytics.test_prod_nanops_dtype_min_countc                 C   s6   |j t}t||j|jd}|td }|  d S )Nrt   r7   )r   r   r   r
   rB   ri   r   r<   )r   r   r   rO   Zdeltasr    r    r!   test_sum_object  s   z&TestDataFrameAnalytics.test_sum_objectc                 C   s"   t |}|d |d d S )Nr7   r   )r&   isnanr<   )r   r   boolsr    r    r!   test_sum_bool  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^   r0   r   r   )r/   r   r^   z does not support reduction 'sum'r?   )r
   r   r   rK   rL   r   r<   r   r    r    r!   test_sum_mixed_datetime  s   
"z.TestDataFrameAnalytics.test_sum_mixed_datetimec                 C   s   d}t jt|d |jdd W d    n1 sw   Y  t jtdd |jdd W d    n1 s7w   Y  |d dk|d< |d}|d |d j ksVJ d S )	Nz1Could not convert|does not support|Cannot performr?   r   r;   unsupported operand typer7   r   rn   )rK   rL   r   r{   r   )r   r   r   r   Zmeansr    r    r!   test_mean_corner  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   
2016-01-01r0   1D2016Yr  )r   r   r   r   TrH  r   r   z'mean is not implemented for PeriodArrayr?   )r
   r&   r  r   r   r-  period_ranger{   r   rE   rI   rK   rL   r   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   rb  r0   rc  r   FrH  r7   )r7   r   )r7   r   rd  re  r  r   z"mean is not implemented for Periodr?   )r
   r&   r  r   r   r-  r{   r   r   rE   rI   rf  rK   rL   r   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   )rk   rj   )sizeInt64r_   TrH  Float64)	r&   ru   rv   Zintegersr
   r{   r   rE   rI   )r   r   rS   rT   rW   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   r?   r7   r`  )rK   rL   r   r   r   r{   r   )r   r   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 )Nr7   rk   rt   r;   r   )r
   rH   r   r<   )r   rS   r]  r    r    r!   test_sum_bools  s   z%TestDataFrameAnalytics.test_sum_boolsr6   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 )Nrj   rk   r]   rl   rm   Fr7   z3The behavior of DataFrame.idxmin with all-NA valuesr?   r4   zThe behavior of Series.idxmin)r&   r'   rq   FutureWarningrE   rF   idxminrJ   r   r   rB   rC   rI   r   r   r   r6   r5   rO   rS   warnr   rT   msg2rW   r    r    r!   test_idxmin   s$   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   r4   r_   )r
   rq  r   rC   rE   rI   r   rB   r6   r5   rO   rT   rW   r    r    r!   test_idxmin_empty4     
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   r7   r/   r7   r7   xyxr   rH  r/   r7   r2   r.   r   )r/   r7   r   )r
   rp   rq  r   rE   rI   r   r   rS   rT   rW   r    r    r!   test_idxmin_numeric_onlyA     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 DataFramer?   r/   r;   )rK   rL   rM   rq  r   r   rO   r   r    r    r!   test_idxmin_axis_2K  
   "z)TestDataFrameAnalytics.test_idxmin_axis_2c              	   C   ro  )Nrj   rk   r]   rl   rm   Fr7   z3The behavior of DataFrame.idxmax with all-NA valuesr?   r4   zThe behavior of Series.idxmax)r&   r'   rq   rp  rE   rF   idxmaxrJ   r   r   rB   rC   rI   rr  r    r    r!   test_idxmaxQ  s$   z"TestDataFrameAnalytics.test_idxmaxc                 C   rv  rw  )r
   r  r   rC   rE   rI   rx  r    r    r!   test_idxmax_emptyd  rz  z(TestDataFrameAnalytics.test_idxmax_emptyc                 C   r{  )Nr|  r}  r~  r   rH  r7   r   r2   r.   r   )r7   r   r7   )r
   rp   r  r   rE   rI   r  r    r    r!   test_idxmax_numeric_onlyq  r  z/TestDataFrameAnalytics.test_idxmax_numeric_onlyc                 C   s   t d tg dg dddd}| }tddgd	d
gd}t|| | }tddgd	d
gd}t|| td	g didd}|jdd}tdgd	gd}t|| |jdd}tdgd	gd}t|| d S )NZpyarrowr|  r}  rV  zint64[pyarrow]r_   r7   r   r2   r.   r   r/   )r.   r   r2   zstring[pyarrow]FrH  )rK   r   r
   r  r   rE   rI   rq  r  r    r    r!   test_idxmax_arrow_types{  s   
z.TestDataFrameAnalytics.test_idxmax_arrow_typesc                 C   r  r  )rK   rL   rM   r  r  r    r    r!   test_idxmax_axis_2  r  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 )Nrb  r   r0   )r   r/   r7   r   T)Zdeepr   )r7   r   r/   r   )r   r/   r   )r   r   r^   )r7   r   r/   r   r   )r   r/   r7   r/   )r   r
   rH   r&  r  r   rE   rI   rq  r   r  r   r(  r   r=  rS   rT   rW   r    r    r!   test_idxmax_mixed_dtype  s.   *z.TestDataFrameAnalytics.test_idxmax_mixed_dtypezop, expected_valuer  rq  rj   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   r7   r/   r   )IDr2  rj  r_   r  r2  r  r  )namerC   r   )r
   groupbyrD   r   rE   r  )r   r   Zexpected_valuerS   rT   rW   r    r    r!   !test_idxmax_idxmin_convert_dtypes  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 )Nrb  r   r0   r   )r   r^   Tr+  )r   r   r7   r;   )r^   r   r   )r^   r   r^   )r   r
   r   r  rq   r(  r  r   rE   rI   rq  r  r    r    r!   "test_idxmax_dt64_multicolumn_axis1  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_r5   r  )r&   ru   rv   rw   r%   rD   )r   rN   r5   r  r   r)  r    r    r!   test_any_all_mixed_float  s   z/TestDataFrameAnalytics.test_any_all_mixed_floatc                 C   s   t |||dd d S )NFr  r   )r   rN   r5   rs   r    r    r!   test_any_all_bool_with_na  s   z0TestDataFrameAnalytics.test_any_all_bool_with_naz4ignore:Downcasting object dtype arrays:FutureWarningc                    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   )r$   r   r(   r)   r    r!   r"     s   
zFTestDataFrameAnalytics.test_any_all_bool_frame.<locals>.skipna_wrapperc                    r   r   r   r   r)   r    r!   r3     r#   z?TestDataFrameAnalytics.test_any_all_bool_frame.<locals>.wrapperr   Fr4   r7   r;   )r8   r>   r?   r/   r   )ZfillnarD   r&   rE   rI   rJ   rK   rL   rM   r'   r   r$  )r   rN   rs   rO   rR   r"   r3   rU   rV   rX   rY   rZ   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   r7   r;   Tr  r  Fr   )r
   r   r   rE   rI   r$  itemr  r    r    r!   test_any_all_extra!  s.   
z)TestDataFrameAnalytics.test_any_all_extrabool_agg_funcc                 C   st   t dtjtjdgtjdtjdgtjtjtjdgtjtjdtjggd}t||||d}tg d}t|| d S )Nr7   Tr/   5datar4   )TTTT)r
   r&   r'   rD   r   rE   rI   )r   r5   r  r6   rS   rT   rW   r    r    r!   test_any_all_object_dtypeB  s   z0TestDataFrameAnalytics.test_any_all_object_dtypezAignore:'any' with datetime64 dtypes is deprecated.*:FutureWarningc                 C   s^   dt jdt jg}tdtdtjtjg}t||d}|jdd}tg d}t	|| d S )Nr7   r   z
1960-02-15z
1960-02-16r   r;   )TTTF)
r&   r'   r   r   r  r
   r   r   rE   rI   )r   Z
float_dataZdatetime_datarS   rT   rW   r    r    r!   test_any_datetimeT  s   z(TestDataFrameAnalytics.test_any_datetimec                 C   s   t g dg dg ddtg dtdd}|jdd}ttjg d	}t|| t g dg dg dg d
d}|jdd}tddi}t|| d S )Nr   rQ  )NNN)col1col2col3r_   r   Tr  rN  )FFT)r  r  r  col4r  F)	r
   r   ro   r$  r   r&   bool_rE   rI   r  r    r    r!   test_any_all_bool_onlyg  s"   	z-TestDataFrameAnalytics.test_any_all_bool_onlyzfunc, data, expectedr   r   r   r   zM8[ns, UTC]rM  categoryrk   rl   c                 C   s~  t |}tdd |jD rNtjtdd || W d    n1 s$w   Y  tjtdd tt ||jd d W d    d S 1 sGw   Y  d S d}|jdd  r]t	}nd }t
j||d	d
 ||}W d    n1 svw   Y  t|tjsJ | |u sJ t
j||d tt ||jd d}W d    n1 sw   Y  t|tjsJ | |u sJ d S )Nc                 s   s    | ]}t |tV  qd S r   )rG   r	   )rc   r   r    r    r!   r3    r4  z>TestDataFrameAnalytics.test_any_all_np_func.<locals>.<genexpr>z)dtype category does not support reductionr?   r;   z0'(any|all)' with datetime64 dtypes is deprecatedc                 S   s
   | j dkS )Nr  )kindr   r    r    r!   r     s   
 z=TestDataFrameAnalytics.test_any_all_np_func.<locals>.<lambda>F)r@   Zcheck_stacklevel)r
   r   dtypesrK   rL   r   rD   __name__rJ   rp  rE   rF   rG   r&   r  r  )r   funcr  rW   r   rs  rT   r    r    r!   test_any_all_np_func  s4   5
"
z+TestDataFrameAnalytics.test_any_all_np_funcc                 C   sL   t tddgd }|du sJ t tddgd }|du s$J d S )Nr2   r.   r   TF)r&   r$  r
   r  r   )r   rT   r    r    r!   test_any_all_object  s   z*TestDataFrameAnalytics.test_any_all_objectc                 C   s"  t ddgddgdt}|  tddg|d< |d d|d< | }|dg }t|| |jdd	d
}tdgdgd}t	|| |ddg jdd	d
}t	|| |jdd d
saJ |j
dd	d
}tdgdgd}t	|| |dg j
dd	d
}t	|| |j
dd d
sJ d S )Nr   r/   TFr   r   r  r   r   )r  r5   r   r   )r
   r   ro   r(  r   Z_get_bool_datarE   r  r$  rI   r   )r   rS   resrW   r    r    r!   test_any_all_object_bool_only  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   r7   r   )lowerr5   )ltlegtgeeqner;   )r
   r&   r'   r   rE   rF   ZcliprD   )r   rS   Zdf_nanr   Zs_nanr   r    r    r!   test_series_broadcasting  s   "z/TestDataFrameAnalytics.test_series_broadcasting)Yr  
__module____qualname__rK   r8  parametrizeZparamtdZ
skip_if_nor   r   r   r   r   r
   r&   r'   ro   filterwarningsr   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r  r  r  r  r*  r.  r>  r?  r   r   r  rI  r   rC  rG  rL  rP  rS  rY  rZ  r[  r^  r_  ra  rg  rh  rl  rm  rn  ru  ry  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   r$  r   r  r  r  r  r    r    r    r!   ry      s`   )8$
	




$



9W





	 	


	


	&

+!


	
"#$%'
3#%ry   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   r~   r   rE   rI   r   )r   rS   r  Z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 08:00:00rV  r7   Fr4   )r   r2   r2   )r   r.   )rG   r   r   rK   skipr
   r   r   r  r~   r   r   rC   rE   rI   r   )r   r<  Ztz_naive_fixturer   rS   r  rW   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;   r7   )
r
   r   r   r~   r   r   r  r   rE   rI   )r   rS   Zexpected_dt_seriesr    r    r!   *test_min_max_dt64_api_consistency_with_NaTF  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;   r7   )
r
   r   r   r&   r\  r~   r   r   rE   rI   )r   rS   Zexpected_float_seriesr    r    r!   *test_min_max_dt64_api_consistency_empty_dfU  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   r~   r   c                 C   s<   t |}t|g}t|g}t||dd}t|| d S )Nr7   r;   )r   r   r
   rD   rE   rI   )r   r  r   Z
initial_dtrW   rS   rT   r    r    r!   test_preserve_timezonea  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)ZutcrV  r7   r4   )r   r
   r   r   r  rD   rE   rI   )r   r   r6   valrS   r   rT   rW   r    r    r!   !test_minmax_tzaware_skipna_axis_1n  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   r   r7   ms)r2   tr;   FTr2   r  )r  rB   r  )r
   r   r   r   rE   rI   r  r    r    r!   test_frame_any_with_timedelta}  s   
z5TestDataFrameReductions.test_frame_any_with_timedeltac                 C   sp   |dkr| tjjdd |g d}d}tjt|d t||d d W d    d S 1 s1w   Y  d S )Nrz   zCount does not accept skipnar5  r   zAFor argument "skipna" expected type bool, received type NoneType.r?   r,  )r:  rK   r8  r9  rL   rM   rD   )r   r<  Zframe_or_seriesrA  objr   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]rV  r2   r.   rN  )r
   r   r   r   rE   rI   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]rV  r2   r.   rN  )r
   r   r   r'  r   rE   rI   r  r    r    r!   &test_reduction_timedelta_smallest_unit  s   z>TestDataFrameReductions.test_reduction_timedelta_smallest_unitN)r  r  r  r  r  r  r  rK   r8  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$  c                 C   sR  t ddgddd}| }tjtdd t||  W d    n1 s%w   Y  tjtdd tt|| W d    n1 sCw   Y  tjtdd t||dd	 W d    n1 sbw   Y  tjtdd t||d d	 W d    n1 sw   Y  tjtdd tt||dd
 W d    d S 1 sw   Y  d S )Nr   r7   r  r   )rC   r  does not support reductionr?   Fr  r;   )r   to_framerK   rL   r   rD   r&   )r   r   serrS   r    r    r!   .test_any_all_categorical_dtype_nuisance_column  s"   "zBTestNuisanceColumns.test_any_all_categorical_dtype_nuisance_columnc                 C   sJ  t dtg di}|d }tjtdd |  W d    n1 s$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   )r7   r/   r/   r/   r   r  r?   FrH  r   )r
   r   rK   rL   r   r}   r   r   )r   rS   r  r    r    r!   -test_median_categorical_dtype_nuisance_column  s$   


"zATestNuisanceColumns.test_median_categorical_dtype_nuisance_columnr~   r   c                 C   s  t g ddd}t|}|d}tjtdd t||  W d    n1 s)w   Y  tjtdd tt|| W d    n1 sGw   Y  tjtdd t||dd W d    n1 sfw   Y  tjtdd t||  W d    n1 sw   Y  tjtdd tt||dd	 W d    n1 sw   Y  |d t	|d
< tjtdd t||  W d    n1 sw   Y  tjtdd tt||dd	 W d    d S 1 sw   Y  d S )N)r2   r.   r   r.   F)Zorderedr   zis not ordered for operationr?   rH  r   r;   r   )
r   r   r  rK   rL   r   rD   r&   r   ro   )r   r   catr  rS   r    r    r!   :test_min_max_categorical_dtype_non_ordered_nuisance_column  s2   
"zNTestNuisanceColumns.test_min_max_categorical_dtype_non_ordered_nuisance_columnN)	r  r  r  rK   r8  r  r  r  r  r    r    r    r!   r    s    
r  c                   @   s<  e Zd Zejddejdejfdejdej	fdejdejfdejdejfdej
dejfdej
dejfdejdejfdejdejfdejdejfdejdejfdejdejfgdd Zejddejejfdejejfdejejfdejejfdej
ejfdej
ejfdejejfdejejfdejejfdejejfdejejfgd	d
 Zejdddderdndfddderdndfddderdndfddddderdndfddderdndfdddddgdd Zejddderdndfdderdndfdddderdndfdderdndfddddd gd!d" Zd#S )$TestEmptyDataFrameReductionsz#opname, dtype, exp_value, exp_dtyper<   r   r=   r7   c                 C   B   t g g d|d}t||dd}t||g|d}t|| d S Nr   r7   r_   r   rO  r@  r   rN   rC   Z	exp_value	exp_dtyperS   rT   rW   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_   r7   rO  )r
   rD   r   r&   r'   rE   rI   r   rN   rC   r  rS   rT   rW   r    r    r!   test_df_empty_min_count_1)     z6TestEmptyDataFrameReductions.test_df_empty_min_count_1ZInt8ZInt32rj  )r<   rj  r   rj  )r=   rj  r7   rj  ZUInt8ZUInt32UInt64)r<   r  r   r  )r=   r  r7   r  )r<   Float32r   r  )r=   r  r7   r  )r<   rk  r   rk  c                 C   r  r  r@  r  r    r    r!   "test_df_empty_nullable_min_count_0@  s   z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_0)r<   rj  rj  )r=   rj  rj  )r<   r  r  )r=   r  r  )r<   r  r  )r=   r  r  )r<   rk  rk  c                 C   r  r  )r
   rD   r   r   rF  rE   rI   r  r    r    r!   "test_df_empty_nullable_min_count_1Z  r  z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_1N)r  r  r  rK   r8  r  r&   Zint8r  Zint_Zuint8Zuint64Zuintr   rI  r  r  is_windows_np2_or_is32r  is_windows_or_is32r  r    r    r    r!   r    s    


	r  c                 C   s   | rt jjdd}|| tdtjd	dd}d|d< t
|}|j|jk s0J |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 resultr5  r  zm8[s]r^   r/   ZNat)r   r   Fr,  r   r  r_   r   r4   r7   rj   r  )rK   r8  r9  r:  r&   r  r   r  viewZreshaper
   r  rC   r$  r<   r   r   r'  r  rE   rI   )r;  r<  r8  r   rS   rT   rW   r    r    r!   !test_sum_timedelta64_skipna_falser  s0   
 


	r  c                  C   sP   t ddggtdd} | ddi} |  }tddgddgd}t|| d S )Nr2   r7   abr   r.   rj  r   )r
   rp   r   r<   r   rE   rI   )rS   rT   rW   r    r    r!   !test_mixed_frame_with_integer_sum  s
   r  r   )TFNr   r~   r   c                 C   sl   t d}t|jd |jgt d}td|i}t|| |d}tt|| gdt	dgd}t
|| d S )Nr  r_   rj  rH  rN  )r&   Ziinfor   r   r~   r   Z
Int64Dtyper
   rD   r   rE   rI   )r   r   Z
int64_infor  rS   rT   rW   r    r    r!   test_minmax_extensionarray  s   

r  ts_valuez
2000-01-01c                 C   sV   t dgdgdg| gd}tjtdd |  W d    d S 1 s$w   Y  d S )Nr7   g?r   r   z5does not support (operation|reduction)|Cannot performr?   )r
   rK   rL   r   r<   )r  rS   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d}t|| td}tj	t
|d	 | jdddd W d    d S 1 s;w   Y  d S )
N)r7   r2   Tr   r7   F)r5   rD  r   r2   r_   z2unsupported operand type(s) for +: 'int' and 'str'r?   )r
   r=   r   ro   rE   rI   r   escaperK   rL   r   r<   )rS   rT   rW   r   r    r    r!   $test_prod_sum_min_count_mixed_object  s   
"r  )r~   r   r{   r}   r   r   rC   rI  rk  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_   r   >   r   r   r   r   r   F)r   r5   r;   )r
   r&   ru   rv   rw   rD   Zto_numpyrI  rK   r   rE   r   )r   r   rC   rS   rT   Znp_arrZcomp_modrW   r    r    r!   'test_reduction_axis_none_returns_scalar  s   
r  kernel)ZcorrcorrwithZcovr  rq  r   r   r{   r}   r~   r=   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   rV  r  r    r   )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 numberr}   zTCannot convert \[\[<class 'object'> <class 'object'> <class 'object'>\]\] to numericzPCannot convert \[<class 'object'> <class 'object'> <class 'object'>\] to numericr?   )r
   ro   r   rK   rL   r   rD   )r  rS   argsr   Zmsg1rt  r    r    r!   test_fails_on_non_numeric  s   	"r  )r$  r   rz   r  rq  r   r   r   r{   r}   r~   r   r=   r|   r   r   r   r<   r   rD  r/   c                 C   sv  t tg d|dtddtjdg|dd}t g ddd	tjd
gd}| dv r+d}n| dv r2d}n| dv r>|ds>d}n|}i }| dvrJ||d< | dv rR||d< d }d }	|sd| dv rdt}d|  d}	tj	||	d t
|| dddi|}
W d    n1 sw   Y  tj	||	d t
|| dddi|}W d    n1 sw   Y  | dvr||}t|
| d S )Nr  r_   r   r7   r   rV  )r   r   r   r   r   r   r   r   r  )r$  r   Zboolean)r   r   r{   r}   r   r   r   r   ZFloatrk  )rz   r   r  r6   )r=   r|   r<   rD  )r  rq  zThe behavior of DataFrame.z with all-NA valuesr?   r5   r    )r
   r   r   rF  r&   r'   
startswithrp  rE   rF   rD   r   rI   )r   r6   rD  Zany_numeric_ea_dtyperS   Zexpected_dfrB  rX  rs  r   rT   rW   r    r    r!   test_numeric_ea_axis_1  sL   	

r  r   )TTFr,   r-   N)?Zdatetimer   Zdecimalr   r   Zdateutil.tzr   Znumpyr&   rK   Zpandas.compatr   r   Zpandas.compat.numpyr   Zpandas.util._test_decoratorsutilZ_test_decoratorsr  Zpandasr   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   Zpandas._testingZ_testingrE   Zpandas.corer   r   r  r  r+   r\   Zfixturers   rx   ry   r  r  r  r  r  r8  r  r  r  r  r  r  r  r  r    r    r    r!   <module>   s    @
$
n

          : 0Ra"	
	
