o
    vh*                    @   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 `/var/www/html/hyperkenya/venv/lib/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   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r6   )r:   r;   )sumprodNo axis named 2matchr>   indexdtype)getattrr
   r   tmassert_produces_warning
isinstancer   ranger%   r,   assert_series_equalapplyr   rD   pytestraises
ValueErrorr&   r'   rC   )opnamer+   frame
has_skipnar9   check_datesr:   r;   r   fdfresultr4   r"   result0result1expected	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
    )      rD   r   r<   c                 S      g | ]}d | qS foo_r    .0ir    r    r!   
<listcomp>       z&bool_frame_with_na.<locals>.<listcomp>   ABCD)rC   columnsrD      
   r_      N)r
   r&   concatenateonesboolzerosr   rI   objectlistr'   ilocrT   r    r    r!   bool_frame_with_na   s   	ry   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
    r0   )rj   r`   c                 S   rb   rc   r    re   r    r    r!   rh      ri   z'float_frame_with_na.<locals>.<listcomp>rj   ra   rk   rC   rl   rm   rn   r_   ro   rp   N)r
   r&   randomdefault_rngstandard_normalr   rI   ru   rv   r'   rw   rx   r    r    r!   float_frame_with_na   s   r~   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 )TestDataFrameAnalyticsr6   r   r8   rO   countr=   meanproductmedianminmaxnuniquevarstdsemskewscipy)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   r   r   r<   )r   r   r   r   r   z(could not convert string to float: 'bar'r   r8   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r6   numeric_only)
rE   joinrecompileSrH   PatternrL   rM   	TypeError)selffloat_string_framer6   rO   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   rE   )r   float_framer6   rO   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!   r   5  s   z7TestDataFrameAnalytics.test_stat_op_calc.<locals>.countc                 S   s   t t|  S r   )r%   r   unique1dr$   r   r    r    r!   r   8  s   z9TestDataFrameAnalytics.test_stat_op_calc.<locals>.nuniquec                 S      t j| ddS Nr8   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)rQ   r9   rR   r=   float32gMbP?)r9   r:   r   r   rR   r   r   r   r   r   )r^   r&   r=   astypenansumr   r>   nanprod)r   r~   mixed_float_framer   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   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   )rL   importorskipr^   )r   r~   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!   r4   }  s   
z3TestDataFrameAnalytics.test_median.<locals>.wrapperr   Tr   F)r9   rR   )r^   )r   r~   	int_framer4   r    r    r!   test_median|  s
   

z"TestDataFrameAnalytics.test_medianmethod)r=   r   r>   r   r   r   r   r   rT   )gȃw@Ba@gCVZg
?Z.F?)r   r           )g94c4?g@}jX?gNr3   r/   cfoobarbazOrB   r0   r   r`   r   r8   r0   ra   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<   f8)r8   rl   r   )
r   rD   r&   object_rE   r   ru   r   rF   rJ   )r   r   rT   r6   rU   rX   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r8   r0   r   r`   )      ?       @      @      @r3   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   rL   rM   r   rE   pdoption_context)r   r   rT   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)rn   ro   rj   (   2   )r3   r/   r   r   e)	bool_dataint_datastring_datarl   r   r<   )r0      abcdera   r8   )r
   reindexr=   rF   assert_numpy_array_equalr   r&   arrayru   TrJ   )r   rT   test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r8   r8   r8   r8   r0   r   r8   r   ABCr0   Fr$   r<   r   )r6   r$   )r
   r&   r'   rF   rJ   r   r   r   rT   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 )
Nr8   2000r   r0   r   r   r   r   r   rC   r
   r   r   r   rF   rJ   r   r   rT   rU   rX   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   r0   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 )Nr0   z628.00r   r8   z383.00r   z651.00z575.00r`   z1114.00TESTz241.00z572.00z609.00z820.00rm   z1223.00z8unsupported operand type|does not support|Cannot performr@   r   r   g@gL@rB   )
r   r
   rL   rM   r   r   r   ru   rF   rJ   )r   r   rT   rU   rX   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  r0   r8     r  r   r<   r   F)r   rK   rF   assert_almost_equalr   r&   repeatr{   r|   r   nanvarr   r   r   r   datetime_framerU   rX   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 )Nr0   )rm   r   r   r   r   100)r   r   r3   r8   Tr   r   r   r<   z6unsupported operand type\(s\) for -: 'float' and 'str'r@   Fz&could not convert string to float: 'a')r
   r&   r{   r|   r}   r   ru   locrE   rF   rJ   rL   rM   r   )r   r  df1df2rU   rX   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>r0   r  r  r   r<   r   F)r   rK   rF   r  r&   r	  r{   r|   r   nansemr   r   r   r  r    r    r!   test_semE  s   "zTestDataFrameAnalytics.test_semzdropna, expectedT   g      $@r   r3   )
categories
2000-01-02M8[ns]1 days)r   r   r   DEFGFr      	   )r  NaTr"  r"  r  r'   r'   r'   r   r8   r0   r   )HIJKLMNr"  r  r"  r"  )r'   r  r'   r'   c                 C   s   t g dddtjdgdtjtjtjgttjtjdtjgddttjtjdtjgtg dd	dtg d
g dg dddtjtjgtdtjdtjgtg dd	dtg dtjdddd}|t|	  j
|d}t |}t|| d S )N)r  r        rn   r   r8   r3   r   ra   r,  r  r#  )r   r   r!  r!  )r!  r!  r   r   )r  r  r"  r"  )r  r'   r  r'   r`   int64)r   r   r   r  r  r  r  r%  r&  r'  r(  r)  r*  r+  r   )r
   r&   r'   r   r   r   r   arangesortedkeysmoderF   assert_frame_equal)r   r$   rX   rT   rU   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   r3   Fr   )r
   r&   r'   r3  rF   r4  )r   using_infer_stringrT   rX   rU   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 )Nr3   r/   r   ra   rl   rC   )r
   r3  r   r&   r/  rF   r4  r   rT   rU   rX   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  r2   freqz2012-1-220120101rm   )minutessecondsr   r   r   r   r   r   )r   r   r8   )r   r   r<   )r0   r   )r0   r   r   r   r  20130101r  i1  r?  )daysr   Tr   )r8   r8   r   r   20130102r1   20130105)timetime2rG  rF  off1timedelta64[ns]off2)r
   r   r   r   r   rw   r  allr   absrF   r4  copyr   r   	Timedeltarl   rJ   rD   _consolidate_inplace)r   rT   diffsrU   result2rX   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 Dayrn   r1   r   TrM  )rp   rB  Fr7   r   r   rI  rB   r8   r5   r   r   )
r   timedelta_ranger
   r"  rw   r   r   rF   rJ   rN  )r   tdirT   rU   rX   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"  rf   valuer    r    r!   	<genexpr>       zFTestDataFrameAnalytics.test_std_datetime64_with_nat.<locals>.<genexpr>z=GH#51446: Incorrect type inference on NaT in reduction resultreasonr3   rU  c                 s   rY  r   rZ  r[  r    r    r!   r]  )  r^  ztimedelta64[]ra   l     "R: )rK  rL   markxfailapplymarkerr   as_unitr
   r   r   r   r"  rF   rJ   )r   r   r7   using_array_managerrequestr]   rb  dtirT   rU   rX   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   r8   )r
   r=   rH   r   r%   )r   empty_frameaxis0axis1r    r    r!   test_sum_corner0  s   

z&TestDataFrameAnalytics.test_sum_cornerrC   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 )Nr3   r8  r8   r<   )r   rK  rs   r   r/  ru   rB   r
   rE   r   rF   rJ   )r   all_reductionsrC   rT   rU   expected_dtyperX   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 )Nr3   ra   r8   )r6   r7   rs  r    )r
   r   NAr=   r   rF   rJ   )	r   string_dtype_no_objectr7   rs  rD   rT   rU   r\  rX   r    r    r!   test_axis_1_sum_naQ  s   z)TestDataFrameAnalytics.test_axis_1_sum_nazmethod, unit)r=   r   )r>   r8   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   float64rB   r8   )r   rs  r   r   rn   rm   r   r   r      )r
   r&   r'   rE   r   rF   rJ   rw   )r   r   r]   r   idxrT   rU   rX   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]rD   rC   rs  r8   )	r
   r&   r'   rK   r   r=   r   rF   rJ   )r   r{  rT   r  rU   rX   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`   rm   rz  )r   yrn   r  r   r  r   )r
   r=   r   r&   r'   rF   rJ   r9  r    r    r!   test_sum_nanops_min_count  s   z0TestDataFrameAnalytics.test_sum_nanops_min_count
float_type)float16r   ry  zkwargs, expected_result)r6   rs  g	@g333333@r5   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   r3   r/   ra   r    )r
   r&   r'   r=   r   r   rF   rJ   r   r  kwargsexpected_resultrT   rU   rX   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   r  r   r  ra   r    )r
   r&   r'   r>   r   r   rF   rJ   r  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 )Nrz   r8   )r   r   r   r
   rC   rl   r   r=   )r   r   r   rP   deltasr    r    r!   test_sum_object  s   z&TestDataFrameAnalytics.test_sum_objectc                 C   s"   t |}|d |d d S )Nr8   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`   r1   r   r   )r0   r   r`   z does not support reduction 'sum'r@   )r
   r   r   rL   rM   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 typer8   r   rs   )rL   rM   r   r   r   )r   r   r   r   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   
2016-01-01r1   1D2016Yr;  )r   r   r   r  Trx  r   r   z'mean is not implemented for PeriodArrayr@   )r
   r&   r0  r   r   rV  period_ranger   r   rF   rJ   rL   rM   r   r9  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   r  r1   r  r   Frx  r8   )r8   r   )r8   r   r  r  r;  r  z"mean is not implemented for Periodr@   )r
   r&   r0  r   r   rV  r   r   r  rF   rJ   r  rL   rM   r   r9  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 )
Nr0   r  )rn   rm   )sizeInt64ra   Trx  Float64)	r&   r{   r|   integersr
   r   r   rF   rJ   )r   r  rT   rU   rX   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@   r8   r  )rL   rM   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 )Nr8   rn   rz   r<   r   )r
   rI   r   r=   )r   rT   r  r    r    r!   test_sum_bools  s   z%TestDataFrameAnalytics.test_sum_boolsr7   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 )Nrm   rn   r_   ro   rp   Fr8   z3The behavior of DataFrame.idxmin with all-NA valuesr@   r5   zThe behavior of Series.idxmin)r&   r'   rw   FutureWarningrF   rG   idxminrK   r   r   rC   rD   rJ   r   r   r   r7   r6   rP   rT   warnr   rU   msg2rX   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   r5   ra   )r
   r  r   rD   rF   rJ   r   rC   r7   r6   rP   rU   rX   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r0   r   r8   r0   r8   r8   xyxr   rx  r0   r8   r3   r/   r   )r0   r8   r   )r
   rv   r  r   rF   rJ   r   r   rT   rU   rX   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@   r0   r<   )rL   rM   rN   r  r   r   rP   r   r    r    r!   test_idxmin_axis_2K  
   "z)TestDataFrameAnalytics.test_idxmin_axis_2c              	   C   r  )Nrm   rn   r_   ro   rp   Fr8   z3The behavior of DataFrame.idxmax with all-NA valuesr@   r5   zThe behavior of Series.idxmax)r&   r'   rw   r  rF   rG   idxmaxrK   r   r   rC   rD   rJ   r  r    r    r!   test_idxmaxQ  s$   z"TestDataFrameAnalytics.test_idxmaxc                 C   r  r  )r
   r  r   rD   rF   rJ   r  r    r    r!   test_idxmax_emptyd  r  z(TestDataFrameAnalytics.test_idxmax_emptyc                 C   r  )Nr  r  r  r   rx  r8   r   r3   r/   r   )r8   r   r8   )r
   rv   r  r   rF   rJ   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 )Npyarrowr  r  r  zint64[pyarrow]ra   r8   r   r3   r/   r   r0   )r/   r   r3   zstring[pyarrow]Frx  )rL   r   r
   r  r   rF   rJ   r  r9  r    r    r!   test_idxmax_arrow_types{  s   
z.TestDataFrameAnalytics.test_idxmax_arrow_typesc                 C   r  r  )rL   rM   rN   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 )Nr  r   r1   )r   r0   r8   rB  T)deepr   )r8   r   r0   r   )r   r0   r   )r   r   r`   )r8   r   r0   r   r   )r   r0   r8   r0   )r   r
   rI   rM  r  r   rF   rJ   r  r   r"  r  rO  r   rh  rT   rU   rX   r    r    r!   test_idxmax_mixed_dtype  s.   *z.TestDataFrameAnalytics.test_idxmax_mixed_dtypezop, expected_valuer  r  rm   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   r8   r0   r   )IDr\  r  ra   r  r\  r  r  )namerD   r   )r
   groupbyrE   r   rF   r4  )r   r   expected_valuerT   rU   rX   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 )Nr  r   r1   rB  )r   r`   TrT  )r   r   r8   r<   )r`   r   r   )r`   r   r`   )r   r
   r   r"  rw   rO  r  r   rF   rJ   r  r  r    r    r!   "test_idxmax_dt64_multicolumn_axis1  s   z9TestDataFrameAnalytics.test_idxmax_dt64_multicolumn_axis1r   rK  	bool_onlyc                 C   s8   |}t jdt|dk|d< t||||d d S )Nr0   g      ?_bool_r6   r  )r&   r{   r|   r}   r%   rE   )r   rO   r6   r  r   rR  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   rO   r6   ry   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!   r4     r#   z?TestDataFrameAnalytics.test_any_all_bool_frame.<locals>.wrapperr   Fr5   r8   r<   )r9   r?   r@   r0   r   )fillnarE   r&   rF   rJ   rK   rL   rM   rN   r'   r   rK  )r   rO   ry   rP   rS   r"   r4   rV   rW   rZ   r[   r\   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   r8   r<   Tr  r  Fr   )r
   r   r   rF   rJ   rK  itemr9  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 )Nr8   Tr0   5datar5   )TTTT)r
   r&   r'   rE   r   rF   rJ   )r   r6   r  r7   rT   rU   rX   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 )Nr8   r   z
1960-02-15z
1960-02-16r   r<   )TTTF)
r&   r'   r   r   r"  r
   r   r   rF   rJ   )r   
float_datadatetime_datarT   rU   rX   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   r  )NNN)col1col2col3ra   r   Tr  r~  )FFT)r  r  r  col4r  F)	r
   r   ru   rK  r   r&   bool_rF   rJ   r9  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]r}  categoryrn   ro   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   )rH   r	   )rf   r   r    r    r!   r]    r^  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)rA   check_stacklevel)r
   r   dtypesrL   rM   r   rE   __name__rK   r  rF   rG   rH   r&   r  r  )r   funcr  rX   r   r  rU   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$J d S )Nr3   r/   r   TF)r&   rK  r
   r  r   )r   rU   r    r    r!   test_any_all_object  s   z*TestDataFrameAnalytics.test_any_all_objectc                 C   s"  t ddgddgdt}|  tddg|d< |d d|d< | }|dg }t|| |jdd	d
}tdgdgd}t	|| |ddg jdd	d
}t	|| |jdd d
saJ |j
dd	d
}tdgdgd}t	|| |dg j
dd	d
}t	|| |j
dd d
sJ d S )Nr   r0   TFr   r   r  r  r   )r  r6   r   r   )r
   r   ru   rO  r   _get_bool_datarF   r4  rK  rJ   r   )r   rT   resrX   r    r    r!   test_any_all_object_bool_only  s&   
z4TestDataFrameAnalytics.test_any_all_object_bool_onlyc                 C   s   t g d}t dtjdtjgi}tg d}ttjtjdg}td  |j|dd dD ]}t|||dd	 q/W d    d S 1 sFw   Y  d S )
N)r   r   r   r   r   r   r8   r   )lowerr6   )ltlegtgeeqner<   )r
   r&   r'   r   rF   rG   cliprE   )r   rT   df_nanr   s_nanr   r    r    r!   test_series_broadcasting  s   "z/TestDataFrameAnalytics.test_series_broadcasting)Yr  
__module____qualname__rL   rb  parametrizeparamtd
skip_if_nor   r   r   r   r   r
   r&   r'   ru   filterwarningsr   r   r   r   r   r   r  r  r  r  r   r   r   r   r   r"  r5  r7  r:  rS  rX  ri  rm  r   r   r/  ry  r   rr  rw  r|  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r  r   rK  r   r  r  r  r  r    r    r    r!   r      s`   )8$
	




$



9W





	 	


	


	&

+!


	
"#$%'
3#%r   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   rF   rJ   r   )r   rT   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 08:00:00r  r8   Fr5   )r   r3   r3   )r   r/   )rH   r   r   rL   skipr
   r   r   r"  r   r   r  rD   rF   rJ   r   )r   rg  tz_naive_fixturer   rT   r  rX   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<   r8   )
r
   r   r   r   r   r   r"  r   rF   rJ   )r   rT   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   ra   r   r<   r8   )
r
   r   r   r&   r  r   r   r   rF   rJ   )r   rT   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 )Nr8   r<   )r   r   r
   rE   rF   rJ   )r   r  r   
initial_dtrX   rT   rU   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)utcr  r8   r5   )r   r
   r   r   r"  rE   rF   rJ   )r   r   r7   valrT   r   rU   rX   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   r8   ms)r3   tr<   FTr3   r  )r  rC   r  )r
   r   r   r   rF   rJ   r9  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 )Nr   zCount does not accept skipnar_  r   zAFor argument "skipna" expected type bool, received type NoneType.r@   rU  )rd  rL   rb  rc  rM   rN   rE   )r   rg  frame_or_seriesrp  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]ra   z2019-12-31 00:00:00.123zdatetime64[ms]r  r3   r/   r~  )r
   r   r   r   rF   rJ   r9  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]ra   ztimedelta64[ms]r  r3   r/   r~  )r
   r   r   rN  r   rF   rJ   r9  r    r    r!   &test_reduction_timedelta_smallest_unit  s   z>TestDataFrameReductions.test_reduction_timedelta_smallest_unitN)r  r  r  r  r  r
  r  rL   rb  r  r   r  r  r  r  r   skip_array_manager_invalid_testr  &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   rK  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   r8   r  r   )rD   r  does not support reductionr@   Fr  r<   )r   to_framerL   rM   r   rE   r&   )r   r   serrT   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$w   Y  tjtdd |jdd W d    n1 sAw   Y  tjtdd |  W d    n1 s\w   Y  |d t|d< tjtdd |jdd W d    n1 sw   Y  tjtdd |  W d    d S 1 sw   Y  d S )Nr   )r8   r0   r0   r0   r   r  r@   Frx  r   )r
   r   rL   rM   r   r   r   r   )r   rT   r   r    r    r!   -test_median_categorical_dtype_nuisance_column  s$   


"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)r3   r/   r   r/   F)orderedr   zis not ordered for operationr@   rx  r   r<   r   )
r   r   r  rL   rM   r   rE   r&   r   ru   )r   r   catr   rT   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  rL   rb  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>   r8   c                 C   B   t g g d|d}t||dd}t||g|d}t|| d S Nr   r8   ra   r   r  ro  r   rO   rD   	exp_value	exp_dtyperT   rU   rX   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)  ra   r8   r  )r
   rE   r   r&   r'   rF   rJ   r   rO   rD   r,  rT   rU   rX   r    r    r!   test_df_empty_min_count_1)     z6TestEmptyDataFrameReductions.test_df_empty_min_count_1Int8Int32r  )r=   r  r   r  )r>   r  r8   r  UInt8UInt32UInt64)r=   r7  r   r7  )r>   r7  r8   r7  )r=   Float32r   r8  )r>   r8  r8   r8  )r=   r  r   r  c                 C   r'  r(  ro  r*  r    r    r!   "test_df_empty_nullable_min_count_0@  s   z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_0)r=   r  r  )r>   r  r  )r=   r7  r7  )r>   r7  r7  )r=   r8  r8  )r>   r8  r8  )r=   r  r  c                 C   r.  r/  )r
   rE   r   r   ru  rF   rJ   r0  r    r    r!   "test_df_empty_nullable_min_count_1Z  r2  z?TestEmptyDataFrameReductions.test_df_empty_nullable_min_count_1N)r  r  r  rL   rb  r  r&   int8r/  int_uint8uint64uintr   ry  r-  r1  is_windows_np2_or_is32r9  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 resultr_  r   zm8[s]r`   r0   Nat)rB  rB  FrU  r  rA  ra   r   r5   r8   rm   r!  )rL   rb  rc  rd  r&   r0  r   r/  viewreshaper
   r  rD   rK  r=   r   r   rN  r"  rF   rJ   )rf  rg  rb  r  rT   rU   rX   r    r    r!   !test_sum_timedelta64_skipna_falser  s0   
 


	rE  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 )Nr3   r8   abr   r/   r  r   )r
   rv   r   r=   r   rF   rJ   )rT   rU   rX   r    r    r!   !test_mixed_frame_with_integer_sum  s
   rG  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/  ra   r  rx  r~  )r&   iinfor   r   r   r   
Int64Dtyper
   rE   r   rF   rJ   )r   r   
int64_infor   rT   rU   rX   r    r    r!   test_minmax_extensionarray  s   

rK  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$w   Y  d S )Nr8   g?r   r   z5does not support (operation|reduction)|Cannot performr@   )r
   rL   rM   r   r=   )rL  rT   r    r    r!   .test_frame_mixed_numeric_object_with_timestamp  s   
"rM  c                  C   s   t g d} | jdddd}tdgtd}t|| td}tj	t
|d	 | jdddd W d    d S 1 s;w   Y  d S )
N)r8   r3   Tr   r8   F)r6   rs  r   r3   ra   z2unsupported operand type(s) for +: 'int' and 'str'r@   )r
   r>   r   ru   rF   rJ   r   escaperL   rM   r   r=   )rT   rU   rX   r   r    r    r!   $test_prod_sum_min_count_mixed_object  s   
"rO  )r   r   r   r   r   r   rD   ry  r  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 )Nr0   )r`   r`   ra   r   >   r   r   r   r   r   F)r   r6   r<   )r
   r&   r{   r|   r}   rE   to_numpyry  rL   r   rF   r  )r   r   rD   rT   rU   np_arrcomp_modrX   r    r    r!   'test_reduction_axis_none_returns_scalar  s   
rS  kernel)corrcorrwithcovr  r  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   r  rV  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
   ru   r   rL   rM   r   rE   )rT  rT   argsr   msg1r  r    r    r!   test_fails_on_non_numeric  s   	"r[  )rK  r   r   r  r  r   r   r   r   r   r   r   r>   r   r   r   r   r=   r   rs  r0   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$  ra   r   r8   r   r  )r   r   r   r   r   r   r   r   r/  )rK  r   boolean)r   r   r   r   r   r   r   r   Floatr  )r   r   rX  r7   )r>   r   r=   rs  )r  r  zThe behavior of DataFrame.z with all-NA valuesr@   r6   r    )r
   r   r   ru  r&   r'   
startswithr  rF   rG   rE   r   rJ   )r   r7   rs  any_numeric_ea_dtyperT   expected_dfrq  r  r  r   rU   rX   r    r    r!   test_numeric_ea_axis_1  sL   	

ra  r   )TTFr-   r.   N)?datetimer   decimalr   r   dateutil.tzr   numpyr&   rL   pandas.compatr   r   pandas.compat.numpyr   pandas.util._test_decoratorsutil_test_decoratorsr   pandasr   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   pandas._testing_testingrF   pandas.corer   r   r@  rA  r,   r^   fixturery   r~   r   r  r  r&  rE  rG  rb  r  rK  r"  rM  rO  rS  r[  ra  r    r    r    r!   <module>   s    @
$
n

          : 0Ra"	
	
