o
    dH                    @   s  d dl m Z  d dlmZ d dlZd dlZd dlZd dlmZ	m
Z d dlm  mZ d dlmZmZmZmZmZ d dlmZ d dlZd dlmZmZmZmZmZm Z m!Z!m"Z"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/m0  m1Z d dl2m3Z3m4Z4 d dl5m0  m6Z7 G d	d
 d
Z8G dd dZ9dd Z:G dd dZ;G dd dZ<G dd dZ=G dd dZ>G dd dZ?dd Z@G dd dZAdd ZBdd  ZCd!d" ZDd#d$ ZEd%d& ZFd'd( ZGG d)d* d*ZHG d+d, d,ZIejJKd-ejLejLgd.d/ ZMdS )0    )datetime)permutationsN)algos	hashtable)is_bool_dtypeis_complex_dtypeis_float_dtypeis_integer_dtypeis_object_dtype)CategoricalDtype)CategoricalCategoricalIndex	DataFrameDatetimeIndexIndexIntervalIndex
MultiIndexNaTPeriodPeriodIndexSeries	Timedelta	Timestamp
date_rangetimedelta_rangeto_datetimeto_timedelta)DatetimeArrayTimedeltaArrayc                   @   sD  e Zd Zejdddgdd Zdd Zdd	 Zd
d Z	dd Z
dd Zdd Zdd Zejdg dg dg dfg dg dg dfg dg dg dfgdd Zdd  Zd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zejdddgd/d0 Zejdddgd1d2 Zd3d4 Zejd5ejg d6d7d8ejg d9d:d8ejg d;d<d8gd=d> Zejd?ejg d@d7d8dAfejg dBd7d8dCfejg dDd:d8dEfejg dFd:d8dCfejg dGed8dHfejg dIed8dJfejg dKed8dLfgdMdN ZejdddgejjdOejg dPed8ejdQdHged8fejdRdCej dRgdSd8ejdRdCgdSd8fgdTdUgdVdWdX Z!ejdg dYejg dZe"d[d8ejdHej dQged8fdHej dQdHgejg dZe"d[d8ejdHej dQged8fgd\d] Z#ejdg d^ejg d@e"d[d8ejdCej dRgd_d8fdCej dCdRgejg d@e"d[d8ejdCej dRgej$d8fgd`da Z%ejde&e'g dbejg dcej(d8e)dHdQgdHdQgdddefe*e'g dbejg dcej(d8e)dHdQgdHdQgdddefe*e+dfdfgdgdhejdAdAgej(d8e+dfgdgdhfgdidj Z,dkS )lTestFactorizesortTFc           
         s   |}|j |d\}}t}t|trtj}| }|jtjkr$|	tj
}||}t|tr<|jtkr<|jtkr<|	t}|rB| }t|  fdd|D }	tj|	tjd}	t||	 tj||dd d S )Nr    c                    s   g | ]}  |qS  )index).0valexpected_uniques_listr"   \/var/www/html/visualizacion-main/env/lib/python3.10/site-packages/pandas/tests/test_algos.py
<listcomp>N       z0TestFactorize.test_factorize.<locals>.<listcomp>dtypeTexact)	factorizer   
isinstancer   from_tuplesuniquer,   npfloat16astypefloat32boolobjectsort_valueslistasarrayintptmassert_numpy_array_equalassert_index_equal)
selfindex_or_series_objr    objresult_codesresult_uniquesconstructorexpected_arrexpected_uniquesexpected_codesr"   r&   r(   test_factorize5   s.   

zTestFactorize.test_factorizec                 C   sl   t dddt jg}t|}|jdd\}}t jg dt jd}tddt jg}t|| t	|| d S )	N      Fuse_na_sentinelr   rJ   r   rK   r+         ?       @)
r3   arraynanr   r/   r<   r   r=   r>   r?   )r@   valuessercodesuniquesrH   rG   r"   r"   r(   +test_series_factorize_use_na_sentinel_falseT   s   z9TestFactorize.test_series_factorize_use_na_sentinel_falsec                 C   s  t g d\}}t|tjg dtd t jg ddd\}}tjg dtjd}t|| tjg dtd}t|| tjdtjdd d d }t |\}}tjg d	tjd}t|| tjg d
|j	d}t|| t j|dd\}}tjg d
tjd}t|| tjg d	|j	d}t|| tdd d d }t |\}}tjg d	tjd}t|| tjg d|j	d}t|| t j|dd\}}tjg d
tjd}t|| tjg d|j	d}t|| d S )N)abrY   rX   rX   crZ   rZ   rX   rY   rZ   r+   Tr!   )r   rJ   rJ   r   r   rK   rK   rK      )r   rJ   rK         )r_   r^   rK   rJ   r         @)      @      @rP   rO           )rc   rO   rP   rb   ra   )
r   r/   r=   r>   r3   rQ   r8   r<   aranger,   )r@   rU   rV   exparrr"   r"   r(   
test_basic`   s>   
zTestFactorize.test_basicc                 C   s   t ddtjddtjg}t|\}}tjg dtjd}t	|| t
dddtjg}t|| tj|dd\}}tjg dtjd}t	|| t
dtjddg}t|| d S )	NABgQ	@)r   r   r]   rJ   rK   r^   r+   Tr!   )rK   rK   r]   r^   r   rJ   )r   r3   rR   infr   r/   rQ   r<   r=   r>   r   r?   )r@   xrU   rV   re   r"   r"   r(   
test_mixed   s   zTestFactorize.test_mixedc                 C   s  t d}t d}t||||||g}t|\}}tjg dtjd}t|| t	||g}t
|| tj|dd\}}tjg dtjd}t|| t	||g}t
|| tdd	d
}tdd	d
}t||||||g}t|\}}tjg dtjd}t|| t
|t||g tj|dd\}}tjg dtjd}t|| t
|t||g td}td}t|||||||g}t|\}}tjg dtjd}t|| t
|t||g tj|dd\}}tjg dtjd}t|| t
|t||g d S )Nz20130101 09:00:00.0000420130101)r   r   r   rJ   rJ   r   r+   Tr!   )rJ   rJ   rJ   r   r   rJ   201302Mfreq201303z1 day 1 min1 day)r   rJ   r   r   rJ   rJ   r   )rJ   r   rJ   rJ   r   r   rJ   )r   r   r   r/   r3   rQ   r<   r=   r>   r   r?   r   r   r   )r@   v1v2rk   rU   rV   re   r"   r"   r(   test_datelike   sF   zTestFactorize.test_datelikec                 C   s   t jdddt jgdd}tt|}dD ]4}|j||d}t jddd|gt jd}tt|tt|ks8J t	
t|||k t	
|| qd S )NrJ   rK   Or+   )r]      )na_sentinelr   )r3   rQ   rR   htObjectFactorizerlenr/   r<   setr=   r>   pdisna)r@   keyrizerry   idsexpectedr"   r"   r(   test_factorize_nan   s   z TestFactorize.test_factorize_nanc                 C   s   t jg ddd}t g d}tt|}|j||d}t jg dt jd}t|| t jg ddd}t|j	
 | d S )N)rJ   rK   r^   rJ   rJ   r   int64r+   )FFFFFT)mask)r   rJ   rK   r   r   r]   rJ   rK   r^   )r3   rQ   rz   Int64Factorizerr|   r/   r<   r=   r>   rV   to_array)r@   datar   r   resultr   rG   r"   r"   r(   test_factorizer_with_mask   s   z'TestFactorize.test_factorizer_with_maskc                 C   s|   t ddddt jg}tt|}||t}t jg dt j	d}t
|| t jg dtd}t
|j | d S )NrJ   rK   r^   )r   rJ   rK   r   r]   r+   r   )r3   rQ   rR   rz   r{   r|   r/   r5   r8   r<   r=   r>   rV   r   )r@   r   r   r   r   rG   r"   r"   r(   test_factorizer_object_with_nan   s   z-TestFactorize.test_factorizer_object_with_nanz&data, expected_codes, expected_uniques)rJ   rJ   rJ   rK   r   r   r   nonsense)r   rJ   rK   rJ   r^   )r   r   r   r   )r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   rJ   rK   rJ   )r   r   r   c                 C   sD   t |\}}t|tj|tjd tj|t	d}t|| d S Nr+   )
r~   r/   r=   r>   r3   rQ   r<   comasarray_tuplesafer8   )r@   r   rH   rG   rU   rV   expected_uniques_arrayr"   r"   r(   test_factorize_tuple_list   s   z'TestFactorize.test_factorize_tuple_listc                 C   sl   t jdd tdD td}d}tjt|d tj|d d d dd	 W d    d S 1 s/w   Y  d S )
Nc                 S      g | ]}t |qS r"   )complex)r$   ir"   r"   r(   r)         z6TestFactorize.test_complex_sorting.<locals>.<listcomp>   r+   z,'[<>]' not supported between instances of .*matchr]   Tr!   )	r3   rQ   ranger8   pytestraises	TypeErrorr   r/   )r@   x17msgr"   r"   r(   test_complex_sorting  s
   "z"TestFactorize.test_complex_sortingc                 C   sf   |}t jg d|d}t jg dt jd}t jddg|d}t|\}}t|| t|| d S )N)rJ   rK   rK   rJ   r+   )r   rJ   rJ   r   rJ   rK   )r3   rQ   r<   r   r/   r=   r>   )r@   any_real_numpy_dtyper,   r   rH   rG   rU   rV   r"   r"   r(   test_numeric_dtype_factorize  s   z*TestFactorize.test_numeric_dtype_factorizec                 C   sr   t jg dt jd}|j|d t jg dt jd}t jg dt jd}t|\}}t|| t|| d S )N)rO       חArO   :0yE>r   rO   r+   write)r   rJ   r   rK   rJ   r   )rO   r   r   )	r3   rQ   float64setflagsr<   r   r/   r=   r>   r@   writabler   rH   rG   rU   rV   r"   r"   r(   test_float64_factorize     z$TestFactorize.test_float64_factorizec                 C   r   t jg dt jd}|j|d t jg dt jd}t jddgt jd}t|\}}t|| t|| d S )N)    rJ   r   r+   r   r   rJ   r   r   rJ   )	r3   rQ   uint64r   r<   r   r/   r=   r>   r   r"   r"   r(   test_uint64_factorize   r   z#TestFactorize.test_uint64_factorizec                 C   r   )N)             r   r+   r   r   r   r   )	r3   rQ   r   r   r<   r   r/   r=   r>   r   r"   r"   r(   test_int64_factorize*  r   z"TestFactorize.test_int64_factorizec                 C   sn   t jg dtd}|j|d t jg dt jd}t jg dtd}t|\}}t|| t|| d S )N)rX   rZ   rX   rY   rZ   r+   r   )r   rJ   r   rK   rJ   rX   rZ   rY   )	r3   rQ   r8   r   r<   r   r/   r=   r>   r   r"   r"   r(   test_string_factorize4  s   z#TestFactorize.test_string_factorizec              	   C   s|   t jddd t jddtdgtd}|j|d t jg dt jd}t jg dtd}t|\}}t	
|| t	
|| d S )NrX   rZ   rY   r+   r   )r   rJ   r]   r]   r   rK   r]   rJ   r   )r3   rQ   rR   r   r8   r   r<   r   r/   r=   r>   r   r"   r"   r(   test_object_factorize>  s    z#TestFactorize.test_object_factorizec                 C   sn   t jt dgdd}|j|d t jdgt jd}t jdgdd}t|\}}t|| t|| d S )Nz2020-01-01T00:00:00.000M8[ns]r+   r   r   z2020-01-01T00:00:00.000000000datetime64[ns])	r3   rQ   
datetime64r   r<   r~   r/   r=   r>   r   r"   r"   r(   test_datetime64_factorizeH  s   z'TestFactorize.test_datetime64_factorizec                 C   s   t jtd}tjdtjd|f}tj||d}t	
|d |d  t	j|d |d dd |j|d}t	
|d |d  t	j|d |d dd d S )N
   r+   r!   r   rJ   Tr-   r~   
RangeIndex
from_ranger   r3   rd   r<   r   r/   r=   r>   r?   )r@   r    rir   r   r"   r"   r(   test_factorize_rangeindexU  s   z'TestFactorize.test_factorize_rangeindexc                 C   s   t jtd}tjdtjd|f}|d d d }|d |f}|r3|d d d d |d d d d f}tj||d}t	
|d |d  t	j|d |d dd |j|d}t	
|d |d  t	j|d |d dd d S )	Nr   r+   r]   r   rJ   r!   Tr-   r   )r@   r    r   r   ri2r   r"   r"   r(   $test_factorize_rangeindex_decreasingc  s   $z2TestFactorize.test_factorize_rangeindex_decreasingc                 C   s   t jg dt jd}tjtdd tj|dd W d    n1 s#w   Y  t	d t| W d    d S 1 s>w   Y  d S )N)            rJ   r   r+   zgot an unexpected keywordr   T)orderF)
r3   rQ   r   r   r   r   r   r/   r=   assert_produces_warning)r@   r   r"   r"   r(   test_deprecate_orderv  s   "z"TestFactorize.test_deprecate_orderr   r   u8r+   )r   rJ   r   i8)__nan__foor   r8   c                 C   sJ   t |\}}|ddg }tjg dtjd}t|| t|| d S )Nr   rJ   r   r+   )r   r/   r3   rQ   r<   r=   r>   )r@   r   rU   rV   rG   rH   r"   r"   r(   ,test_parametrized_factorize_na_value_default  s
   
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuerN   r   )rJ   r   rJ   rK   rJ   )r   rJ   r   r   r   )rJ   r   rJ   r   )rX    rX   rY   rX   )r"   rX   rJ   r"   rX   rK   r"   )r   r"   r   r   r   c                 C   sN   t j||d\}}|ddg }tjg dtjd}t|| t|| d S )N)na_valuerJ   r^   )r]   r   r]   rJ   r+   )r   factorize_arrayr3   rQ   r<   r=   r>   )r@   r   r   rU   rV   rG   rH   r"   r"   r(   $test_parametrized_factorize_na_value  s
   z2TestFactorize.test_parametrized_factorize_na_valuezdata, uniques)rY   rX   NrY   rY   rK   Int64numpy_arrayextension_array)r   c                 C   s   t j||dd\}}|rtjg dtjd}t |}ntjg dtjd}|}t|| t|tj	r<t|| d S t
|| d S )NT)r    rM   )rJ   r   r]   rJ   r+   )r   rJ   r]   r   )r   r/   r3   rQ   r<   	safe_sortr=   r>   r0   ndarrayassert_extension_array_equal)r@   r    r   rV   rU   rH   rG   r"   r"   r(   test_factorize_use_na_sentinel  s   z,TestFactorize.test_factorize_use_na_sentinel)rX   NrY   rX   r   rJ   rK   r   r<   c                 C   6   t j|dd\}}tj||dd tj||dd d S NFrL   T
strict_nanr   r/   r=   r>   r@   r   rH   rG   rU   rV   r"   r"   r(   +test_object_factorize_use_na_sentinel_false     z9TestFactorize.test_object_factorize_use_na_sentinel_false)rJ   NrJ   rK   rw   c                 C   r   r   r   r   r"   r"   r(   (test_int_factorize_use_na_sentinel_false  r   z6TestFactorize.test_int_factorize_use_na_sentinel_false)rX   rX   rY   )r   r   rJ   category)
categoriesr,   2017
US/Easterntzc                 C   s*   t |\}}t|| t|| d S N)r   r/   r=   r>   r?   r   r"   r"   r(   test_factorize_mixed_values  s   z)TestFactorize.test_factorize_mixed_valuesN)-__name__
__module____qualname__r   markparametrizerI   rW   rg   rl   rv   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r3   rQ   r   r8   r   r~   rR   r   r,   r   r   r   r   r   r<   r   r   r   r   r"   r"   r"   r(   r   4   s    
(0

	






	




r   c                	   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zejddejdd ged!fd"ejd#ged!fgd$d% Zd&d' Zd(d) Zd*d+ Zejd,ejegd-d. Zd/d0 Zd1d2 Zd3S )4
TestUniquec                 C   s0   t jjdddd}t|}t|t jsJ d S )Nr   d   2   size)r3   randomrandintr   r2   r0   r   r@   rf   r   r"   r"   r(   	test_ints	  s   
zTestUnique.test_intsc                 C   s6   t jjddddd}t|}t|t jsJ d S )Nr   r   r   r   rw   )r3   r   r   r5   r   r2   r0   r   r   r"   r"   r(   test_objects  s   
zTestUnique.test_objectsc                 C   s(   g d}t dD ]	}tt| qd S )N)rh   ri   CDE  )r   r|   r   r2   )r@   lstr   r"   r"   r(   test_object_refcount_bug  s   z#TestUnique.test_object_refcount_bugc                 C   sb   t tddttddg}|j}|  |d}t	|}|  t
|| d S )Nr\   rK   )r   from_arraysr3   rd   repeattilerS   r    r~   r2   r=   assert_almost_equal)r@   mindexr   r   r"   r"   r(   test_on_index_object  s    

zTestUnique.test_on_index_objectc                 C   s>  |t jt j v rg d}ddg}nYt|rg d}ddg}nLt|r+g d}ddg}n?t|rHtddtddtddg}tddtddg}n"t|rUg d}dd	g}nt|rbg d
}ddg}ng d}ddg}t	||d
 }tj||d}|t jv r|t}|jjdv rt|ttfsJ t|}t || d S )N)rJ   rK   rK   rJ   rK   rO   rP   r   TTFTF)rh   ri   ri   rh   ri   r+   )mro   )r=   BYTES_DTYPESSTRING_DTYPESr	   r   r   r   r   r
   r   r2   r3   rQ   r5   r8   r,   kindr0   r   r   r>   )r@   any_numpy_dtyper   rV   r   r   r"   r"   r(   test_dtype_preservation(  s8   







z"TestUnique.test_dtype_preservationc                 C   s   t jddgdd}tg d}t|}t|| |j|jks"J t|}t|}t|| |j|jks9J |j	}t|}t|| |j|jksOJ d S )N2015-01-03T00:00:00.0000000002015-01-01T00:00:00.000000000r   r+   )r  r  r  )
r3   rQ   r   r   r2   r=   r>   r,   r   rS   )r@   r   dt_indexr   srf   r"   r"   r(   $test_datetime64_dtype_array_returnedM  s(   


z/TestUnique.test_datetime64_dtype_array_returnedc                 C   >   t jg ddd}t|}t jddgdd}t|| d S )N2000r  2001zdatetime64[s]r+   r  r  r3   rQ   r~   r2   r=   r>   r@   rX   r   r   r"   r"   r(   test_datetime_non_nsl     
zTestUnique.test_datetime_non_nsc                 C   r  )Nr  ztimedelta64[s]r+   i  i  r  r  r"   r"   r(   test_timedelta_non_nsr  r  z TestUnique.test_timedelta_non_nsc                 C   s   t jg ddd}tg d}t|}t|| |j|jks"J t|}t|}t|| |j|jks9J |j	}t|}t|| |j|jksOJ d S )N)y  n  '  m8[ns]r+   )r   r!  r   r"  r!  )
r3   rQ   r   r   r2   r=   r>   r,   r   rS   )r@   r   td_indexr   r  rf   r"   r"   r(   %test_timedelta64_dtype_array_returnedx  s   


z0TestUnique.test_timedelta64_dtype_array_returnedc                 C   s<   t g dtjd}tjg dtjd}tt|| d S )N)rJ   rK   r   r   r+   )rJ   rK   r   )r   r3   r   rQ   r=   r>   r   r2   )r@   r  re   r"   r"   r(   test_uint64_overflow  s   zTestUnique.test_uint64_overflowc                 C   s>   dt jddg}t|}t jdt jdgtd}t|| d S )NrX   rZ   r+   )r3   rR   r~   r2   rQ   r8   r=   r>   )r@   duplicated_itemsr   r   r"   r"   r(   test_nan_in_object_array  s   
z#TestUnique.test_nan_in_object_arrayc                 C   s  t td}t tdtddd}t td}| }t|| t|}t|| t tddd}| }t|| t|}t|| tt tddd}| }t|| t|}t|| tt tdtdd	}t|}| }t	|| t|}t	|| d S )
NbacabcTr   orderedbaabcr,  r   namer   )
r   r:   r2   r=   assert_categorical_equalr   r   r~   r   r?   )r@   r   
expected_orZ   r   r  cir"   r"   r(   test_categorical  s.   



zTestUnique.test_categoricalc              	   C   s  t ttdddtdddg }tttdddg}t	|| ttdddtdddg }t
dgdd d}t|| tt ttdddtdddg}tttdddg}t	|| tttdddtdddg}t
dgdd d}t|| d S )	N20160101r   r   z2016-01-01 00:00:00-05002016-01-01 00:00:00datetime64[ns, US/Eastern]r,   rq   
2016-01-01)r   r   r   r2   r   _from_sequencer3   rQ   r=   r   r   r?   r~   r@   r   r   r"   r"   r(   test_datetime64tz_aware  s`   








z"TestUnique.test_datetime64tz_awarec                 C   s2  t tg d}t|tjg ddd t tdgdgd  }t|tjddgdd t ttdtdg}tjd	gd
d}t|| t ttdddtdddg}t	dgdd d}t
|| t td}tjg dtd}t|| t tttd}ttd}t|| d S )N)rK   rJ   r^   r^   )rK   rJ   r^   r   r+   rK   rJ   r\   r6  z2016-01-01T00:00:00.000000000r   r   r   r7  r8  r9  aabcr[   r*  )r~   r2   r   r=   r>   r3   rQ   r   r   r   r?   r:   r8   r   r2  r<  r"   r"   r(   test_order_of_appearance  s0   

z#TestUnique.test_order_of_appearancezarg ,expected)1r@  2r@  rA  r+   )r   r   c                 C      t |}t|| d S r   r~   r2   r=   r>   )r@   argr   r   r"   r"   r(   test_tuple_with_strings  s   
	z"TestUnique.test_tuple_with_stringsc                 C   sB   t jdd gtd}t|}t jdd gtd}tj||dd d S )Nr   r+   Tr   )r3   rQ   r8   r~   r2   r=   r>   r@   rf   r   r   r"   r"   r(   test_obj_none_preservation%  s   
z%TestUnique.test_obj_none_preservationc                 C   s4   t ddg}t|}t dg}t|| d S )Ng       rc   r  r  r"   r"   r(   test_signed_zero-  s   
zTestUnique.test_signed_zeroc                 C   s~   t dt ddd }t dt ddd }||ksJ ||ks$J t||g}t|}ttjg}t	|| d S )Nd=Q          r            )
structunpackpackr3   rQ   r~   r2   rR   r=   r>   )r@   NAN1NAN2rX   r   r   r"   r"   r(   test_different_nans4  s   
zTestUnique.test_different_nansel_typec           	      C   s   d}d}t dt d|d }t dt d|d }||ks"J ||ks(J tj||g|d}t|}|jdks=J t dt d|d d }||ksQJ d S )Nl         rL  rI  rJ  r   r+   rJ   )rM  rN  rO  r3   rQ   r~   r2   r   )	r@   rS  bits_for_nan1bits_for_nan2rP  rQ  rX   r   result_nan_bitsr"   r"   r(   test_first_nan_kept@  s   
zTestUnique.test_first_nan_keptc                 C   sZ   ||u rd S t j||gtd}t|}|jdksJ |d |u s#J |d |u s+J d S )Nr+   rK   r   rJ   )r3   rQ   r8   r~   r2   r   )r@   unique_nulls_fixtureunique_nulls_fixture2rX   r   r"   r"   r(   test_do_not_mangle_na_valuesQ  s   
z'TestUnique.test_do_not_mangle_na_valuesc                 C   sH   t dtjdgd |d}t|}tjdtjdg|d}t|| d S )NrJ   rK   r^   r+   )r   r~   NAr2   rQ   r=   r   )r@   any_numeric_ea_dtyperT   r   r   r"   r"   r(   test_unique_masked[  s   
zTestUnique.test_unique_maskedN)r   r   r   r   r   r  r
  r  r  r  r  r%  r&  r(  r5  r=  r?  r   r   r   r3   rQ   r8   rE  rG  rH  rR  r   rW  rZ  r]  r"   r"   r"   r(   r     s:    %)7#


r   c                 C   s<   | t jddd}t|}tt|}||ksJ d S )Nr   rx      )r3   r   r   r   nunique_intsr|   r2   )index_or_series_or_arrayrS   r   r   r"   r"   r(   test_nunique_intsc  s   
ra  c                   @   s   e Zd Zdd Zdd Zdd Zejdg dejd	g d
dd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd Zejdg eed eg gd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/S )0TestIsinc                 C   s   d}t jt|d tdd W d    n1 sw   Y  t jt|d tddg W d    n1 s8w   Y  t jt|d tdgd W d    d S 1 sWw   Y  d S )NzQonly list-like objects are allowed to be passed to isin\(\), you passed a \[int\]r   rJ   )r   r   r   r   isin)r@   r   r"   r"   r(   test_invalidl  s   "zTestIsin.test_invalidc                 C   s  t ddgdg}tddg}t|| t tddgdg}tddg}t|| t tddgdg}tddg}t|| t tddgtdg}tddg}t|| t tddgdh}tddg}t|| t ddgdg}tddg}t|| t tddgtdg}tddg}t|| t tddgdh}tddg}t|| t ddgdg}tddg}t|| d S )NrJ   rK   TFrX   rY   )r   rc  r3   rQ   r=   r>   r   r<  r"   r"   r(   rg   x  s6   zTestIsin.test_basicc                 C   s8  t dddj}t||d g}tg d}t|| t||dd }tg d}t|| t|t|dd }tg d}t|| t	dddj}t||d g}tg d}t|| t||dd }tg d}t|| t|t|dd }tg d}t|| d S )	Nrm   r^   periodsr   )TFFrK   r  rs   )
r   rS   r   rc  r3   rQ   r=   r>   r}   r   rF  r"   r"   r(   test_i8  s(   zTestIsin.test_i8dtype1)r#  r   M8[ns, UTC]	period[D]r,   )r   f8r   c                 C   s   t dddj}|dkr|d}n|dkr|d}nt|d|j}|d|}t||}t	j
|jtd	}t|| d S )
Nz
2013-01-01r^   re  rj  r   ri  UTCr   r+   )r   _values	to_periodtz_localizer   viewr5   r   rc  r3   zerosshaper7   r=   r>   )r@   r,   rh  dtarf   compsr   r   r"   r"   r(   +test_isin_datetimelike_values_numeric_comps  s   z4TestIsin.test_isin_datetimelike_values_numeric_compsc                 C   sV   t ddddj}t||dd }tjt|td}d|d< d|d	< t	|| d S )
N20000101i r  )rf  rq   r   rK   r+   TrJ   )
r   rS   r   rc  r3   rq  r|   r7   r=   r>   r@   r  r   r   r"   r"   r(   
test_large  s   zTestIsin.test_largec                 C   sv   t g d}g d}ttdg||}ttdgt ddg|}t g d}t||}t|| d S Nr   r[   rJ   r   )TTFT)	r3   rQ   r   r   
from_codesr   rc  r=   r>   )r@   valscatsSdStr   r   r"   r"   r(   test_categorical_from_codes  s    z$TestIsin.test_categorical_from_codesc                 C   sn   t g d}g d}tdg||}tdgt ddg|}t g d}t||}t|| d S ry  )r3   rQ   r   rz  r   rc  r=   r>   )r@   r{  r|  catotherr   r   r"   r"   r(   test_categorical_isin  s   zTestIsin.test_categorical_isinc                 C   s8   t jg}t jg}t dg}t||}t|| d S )NT)r3   rR   rQ   r   rc  r=   r>   r@   rt  rS   r   r   r"   r"   r(   test_same_nan_is_in  s
   zTestIsin.test_same_nan_is_inc                 C   sJ   t dd}t j|d< t|t jdg}t jt|td}t	|| d S NrO   iAB r   rJ   r+   )
r3   r  rR   r   rc  onesr|   r7   r=   r>   rw  r"   r"   r(   test_same_nan_is_in_large  s
   
z"TestIsin.test_same_nan_is_in_largec                 C   sT   t dd}t|}t j|d< |t jdg}tt jt|td}t	|| d S r  )
r3   r  r   rR   rc  r  r|   r7   r=   assert_series_equal)r@   r  seriesr   r   r"   r"   r(    test_same_nan_is_in_large_series  s   
z)TestIsin.test_same_nan_is_in_large_seriesc                 C   s`   G dd d}| | }}t t|g|gtdg t t|g|gtdg d S )Nc                   @   s"   e Zd ZdefddZdd ZdS )z0TestIsin.test_same_object_is_in.<locals>.LikeNanreturnc                 S      dS )NFr"   )r@   r  r"   r"   r(   __eq__     z7TestIsin.test_same_object_is_in.<locals>.LikeNan.__eq__c                 S   r  )Nr   r"   )r@   r"   r"   r(   __hash__  r  z9TestIsin.test_same_object_is_in.<locals>.LikeNan.__hash__N)r   r   r   r7   r  r  r"   r"   r"   r(   LikeNan  s    r  TF)r=   r>   r   rc  r3   rQ   )r@   r  rX   rY   r"   r"   r(   test_same_object_is_in  s    $zTestIsin.test_same_object_is_inc                 C   s   t dg}t dg}|d |d usJ t||}ttdg| ttj|tdtj|td}ttdg| ttj|tj	dtj|tj	d}ttdg| d S )NrR   r   Tr+   )
floatr   rc  r=   r>   r3   rQ   r;   r8   r   )r@   rt  rS   r   r"   r"   r(   rR    s   

zTestIsin.test_different_nansc                 C   s8   ddg}dg}t ddg}t||}t|| d S )Nss*   42F)r3   rQ   r   rc  r=   r>   r  r"   r"   r(   test_no_cast1  s
   zTestIsin.test_no_castemptyr+   c                 C   s6   t ddg}tddg}t||}t|| d S )NrX   rY   F)r   r3   rQ   r   rc  r=   r>   )r@   r  r{  r   r   r"   r"   r(   
test_empty:  s   zTestIsin.test_emptyc                 C   s\   t jdt jd tdgtd}t jtdgtd}t g d}t||}t|| d S )NrR                 ?r+   )FFT)	r3   rQ   rR   r  r8   r   rc  r=   r>   )r@   rt  r{  r   r   r"   r"   r(   test_different_nan_objectsC  s
   z#TestIsin.test_different_nan_objectsc                 C   s   t dt ddd }t dt ddd }||ksJ ||ks$J tj||gtjd}tj|gtjd}t||}tddg}t	|| tj|gtjd}t||}tddg}t	|| d S )NrI  rJ  rK  r   rL  r+   T)
rM  rN  rO  r3   rQ   r   r   rc  r=   r>   )r@   rP  rQ  rf   lookup1r   r   lookup2r"   r"   r(   test_different_nans_as_float64K  s   z'TestIsin.test_different_nans_as_float64c                 C   <   t dddgi}|dg}t dddgi}t|| dS )zComparing df with int`s (1,2) with a string at isin() ("1")
        -> should not match values because int 1 is not equal str 1rS   rJ   rK   r@  FNr   rc  r=   assert_frame_equalr@   dfr   expected_falser"   r"   r(   test_isin_int_df_string_searcha     z'TestIsin.test_isin_int_df_string_searchc                 C   s>   t dtjdgi}|dg}t dddgi}t|| dS )zComparing df with nan value (np.nan,2) with a string at isin() ("NaN")
        -> should not match values because np.nan is not equal str NaNrS   rK   NaNFN)r   r3   rR   rc  r=   r  r  r"   r"   r(   test_isin_nan_df_string_searchi  s   z'TestIsin.test_isin_nan_df_string_searchc                 C   r  )zComparing df with floats (1.4245,2.32441) with a string at isin() ("1.4245")
        -> should not match values because float 1.4245 is not equal str 1.4245rS   gn?g#Ed@z1.4245FNr  r  r"   r"   r(    test_isin_float_df_string_searchq  r  z)TestIsin.test_isin_float_df_string_searchc                 C   s4   t dgtjd}|dg}t d}t|| d S )Nl   
G r+   l    
G F)r   r3   r   rc  r=   r  r@   rT   r   r   r"   r"   r(   test_isin_unsigned_dtypey  s   z!TestIsin.test_isin_unsigned_dtypeN)r   r   r   rd  rg   rg  r   r   r   ru  rx  r  r  r  r  r  r  rR  r  r   r8   r3   rQ   r  r  r  r  r  r  r  r"   r"   r"   r(   rb  k  s0    %

		
rb  c                   @   sz   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zejdejedfdd Zdd ZdS )TestValueCountsc                 C   s   t jd ddlm} t jd}||d}t|}g d}t	|
tdd}tg d|d	d
}t| |  d S )Ni  r   )cutr_   )gvgQg`"?gw/?g!rh?Tr.  )rJ   rJ   rJ   rJ   countr#   r0  )r3   r   seedpandas.core.reshape.tiler  randnr   value_countsr   from_breaksr5   CDTr   r=   r  
sort_index)r@   r  rf   factorr   breaksr#   r   r"   r"   r(   test_value_counts  s   

z!TestValueCounts.test_value_countsc                 C   sv   g d}t j|dd}tdgtdgdd}t|| t j|dd	d
}tddgtddgdd}t|| d S )N)rJ   rK   r^   r_   rJ   binsr_   )Zd;?ra   r  r  rK   F)r  r    )r        @)r  ra   )r   r  r   r   r1   r=   r  rw  r"   r"   r(   test_value_counts_bins  s   z&TestValueCounts.test_value_counts_binsc                 C   s   t ddg}t|dksJ t jddgdd}t|dks J t tg d}t|dks1J d}tjt|d t jddgdd W d    d S 1 sOw   Y  d S )	NrJ   rO   r  )rJ   rO   r@  rK   z*bins argument only works with numeric datar   r@  )r   r  r|   r   r   r   r   )r@   r   r   r"   r"   r(   test_value_counts_dtypes  s   "z(TestValueCounts.test_value_counts_dtypesc                 C   s   t tdtgdd}tddg}||fD ]}t|}tj|dd}t|dks+J t|d	ks3J qt td
didd}t	
t|| d S )Nr"  timedelta64[ns]r+   r   z
2014-01-01FdropnarJ   rK   z2014-01-01 00:00:00r  r/  )r   r3   timedelta64r   r   r   r  r|   r   r=   r  )r@   tddtr  vc
vc_with_naexp_dtr"   r"   r(   test_value_counts_nat  s   
z%TestValueCounts.test_value_counts_natc              
   C   s   t tdddtdddtdddtdddtdddtdddg}| }ttdddtdddtdddgtd}t g d|dd}t|| tt d	tj	gd
d}t d	tj	gtd}t|| d S )Ni  rJ   i  ip  r+   r^   rK   rJ   r  r  z
2362-01-01ignore)errors)
r   r   r  r   r8   r=   r  r   r3   rR   )r@   r  res	exp_indexre   r"   r"   r(   &test_value_counts_datetime_outofbounds  s&   






 z6TestValueCounts.test_value_counts_datetime_outofboundsc                 C   st   t ttd}| }t g dtg ddd}tj||dd |j }| }|j	 |_	tj||dd d S )Naaabbcr  r[   r  r  Tcheck_index_type)
r   r   r:   r  r   r=   r  r  
as_orderedr#   rw  r"   r"   r(   r5    s   
z TestValueCounts.test_categoricalc                 C   s>  t ttd}tj|jd< | }t g dtg dg dddd}tj	||dd	 |jd
d}t g dtdddtjgdd}tj	||dd	 t ttddg dd}tj|jd< | }t g dtg dg ddddd}tj	||dd	 |jd
d}t g dtdddtjgg ddddd}tj	||dd	 d S )N
aaaaabbbccrJ   )r_   r^   rK   r[   r1  r  r  Tr  Fr  )r_   r^   rK   rJ   rX   rY   rZ   )rY   rX   rZ   )r,  r   r+  )
r   r   r:   r3   rR   ilocr  r   r=   r  rw  r"   r"   r(   test_categorical_nans  sL   	z%TestValueCounts.test_categorical_nansc                 C   sZ   t ttdtddd}| }t g dtg dtddddd}tj||dd	 d S )
NbbbaacabcdTr+  )r^   rK   rJ   r   )rY   rX   rZ   rI  r  r  r  )r   r   r:   r  r=   r  rw  r"   r"   r(   test_categorical_zeroes  s   z'TestValueCounts.test_categorical_zeroesc              	   C   s  t tg djddtddgddgdd t tg djddtddgddgdd t tdgd	 dgd  d gd
  jddtd	dgtddgtddd t tdgd
 dgd	  d gd  jddtg dddtjgdd t tg djddtddgddgdd t tg djddtddgddgdd t tg djddtddgddgdd tg djdd}tg dddtjgdd}t || d S )Nr  Tr  rK   rJ   Fr  r  r^   r\   r+   )r\   r^   rK   )皙$@r`   r`   r`   r  )r  r`   r`   N)r  r  r`   r`   r`   Nr  )r=   r  r   r  r   r8   r3   rR   r<  r"   r"   r(   test_dropna  s>   ((zTestValueCounts.test_dropnar,   r   c                 C   s   t dgd dgd  tjgd  }||}|jddd}t g dt tjd	d
g|ddd}t|| |jddd}t ddgt d	d
g|ddd}t|| d S )NrJ   rK   r^   r\   TF)	normalizer  )g      ?g333333?g?rP   rO   r+   
proportionr  g333333?g?)r   r3   rR   r5   r  r=   r  )r@   r,   r  s_typedr   r   r"   r"   r(   test_value_counts_normalizedC  s   $
z,TestValueCounts.test_value_counts_normalizedc                 C   s|   t jdgt jd}tdgdgdd}t|}t|| t jddgtd}tddgddgdd}t|}t|| d S )Nr   r+   rJ   r  r  r]   )	r3   rQ   r   r   r   r  r=   r  r8   )r@   rf   r   r   r"   r"   r(   test_value_counts_uint64V  s   

z(TestValueCounts.test_value_counts_uint64N)r   r   r   r  r  r  r  r  r5  r  r  r  r   r   r   r3   r   r8   r  r  r"   r"   r"   r(   r    s    +&
r  c                   @   s$  e Zd Zdd Zejdeg dedddej	ddddej	d	g
eg d
ejg de
dejg dejdgdd Zdd Zejdeg deddgdd Zejdg dg dfg dddgfg dg dfgdd  Zejd!g d"ejg d#e
dfgd$d% Zd&S )'TestDuplicatedc                 C   s  t jddt jddt jgtd}t|}t g d}t|| tj|dd}t g d}t|| tj|dd}t g d	}t|| tj|d
d}t g d}t|| t jdtd}t	t
ddt jt jgd dt jdt jgd D ]\}}|||< q{t|}d
gd }dgd }t || }t|| tj|dd}t || }t|| tj|d
d}t || }t|| d S )Nr   rJ   rK   r+   )FFFTFTfirstkeeplast)TFTFFFF)TFTTFT   r_   T)r3   rQ   rR   r8   r   
duplicatedr=   r>   r  	enumeratezip)r@   keysr   r   r   tfalsestruesr"   r"   r(   test_duplicated_with_nase  s:   
(



z'TestDuplicated.test_duplicated_with_nascase)
rJ   rK   rJ   r\   r^   rK   r_   rJ   r\      g?g@gffffff
@g@gffffff@)
      ?      ?       @       @r        @      @y      @      @r  y      @      @r  r  y      @      @)
rX   rY   rX   erZ   rY   rI  rX   r  fr+   )
rJ   r   rJ      r   r   '   rJ   r     c           
      C   sF  t g d}t g d}||B }tj|dd}t|| tj|dd}t|| tj|dd}t|| t|t|ddfD ]&}|jdd}t|| |jdd}t|| |jdd}t|| qCt|t|ddfD ],}	|	jdd}t|t| |	jdd}t|t| |	jdd}t|t| qtd S )	N
FFTFFTFTTF
TTTTFFFFFFr  r  r  Fr   r+   )	r3   rQ   r   r  r=   r>   r   r   r  )
r@   r  	exp_firstexp_last	exp_false	res_firstres_last	res_falseidxr  r"   r"   r(   test_numeric_object_likes  s8   z(TestDuplicated.test_numeric_object_likesc                 C   s  g d}g d}t dd |D t dd |D t dd |D t dd |D t dd |D g}t g d	}t g d
}||B }|D ]}tj|dd}t|| tj|dd}	t|	| tj|dd}
t|
| t|t|ddt|tdfD ]&}|jdd}t|| |jdd}	t|	| |jdd}
t|
| qt|t|ddt|tdfD ],}|jdd}t	|t| |jdd}	t	|	t| |jdd}
t	|
t| qqKd S )N)

2011-01-01
2011-01-02r  r   
2011-01-03r  z
2011-01-04r  r   z
2011-01-06)
1 days2 daysr  r   z3 daysr  z4 daysr  r   z6 daysc                 S   r   r"   r   r$   rI  r"   r"   r(   r)     r   z6TestDuplicated.test_datetime_likes.<locals>.<listcomp>c                 S      g | ]}t |d dqS )r   r   r  r  r"   r"   r(   r)         c                 S   r	  )r   rp   )r   r  r"   r"   r(   r)     r
  c                 S   s   g | ]}t |qS r"   )r3   r   r  r"   r"   r(   r)     r*   c                 S   r   r"   )r   r  r"   r"   r(   r)     r   r  r  r  r  r  Fr   r+   )
r3   rQ   r   r  r=   r>   r   r8   r   r  )r@   r  r  casesr  r  r  r  r  r  r  r   r  r"   r"   r(   test_datetime_likes  sX   



z"TestDuplicated.test_datetime_likesr   r   r^   c                 C   s,   |j du sJ t| tg d d S )NT)FFF)	is_uniquer=   r>   r  r3   rQ   )r@   r  r"   r"   r(   test_unique_index  s   z TestDuplicated.test_unique_indexzarr, uniques)r   r   rJ   rJ   r   r   r   r  r  r   )r   r  r  r   )rY   rZ   rX   rY   r  r  r  r  )r   rY   rK   rX   r^   r   )r   r  r  c                 C   s8   t jt|td}||d d < t|}t|| d S r   )r3   r  r|   r8   r~   r2   r=   r>   )r@   rf   rV   r   r   r"   r"   r(   test_unique_tuples$  s   
z!TestDuplicated.test_unique_tupleszarray,expected)r  r   rJ   r        ?       @r  )r  y                y      ?        r  r  c                 C   rB  r   rC  )r@   rQ   r   r   r"   r"   r(   test_unique_complex_numbers:  s   
z*TestDuplicated.test_unique_complex_numbersN)r   r   r   r  r   r   r   r3   rQ   rR   r8   r   r  r  r   r~   r   r  r  r  r"   r"   r"   r(   r  d  sN    ' 

( R


r  c                	   @   s   e Zd Zejdejdfejdfej	dfej
dfejdfgdd Zejdejdfejdfej	dfej
dfejdfgdd	 Zd
S )TestHashTablezhtable, tm_dtypeStringFloatIntUIntc                 C   s   t td| d }t|d}|tjkrtj|jd< n|tjkr+tjd t	g|jdd< |j
dddjdd	}|jj|d
 |jddj}| |j}t|| | j|jdd\}}	t|| ||	 }
t|
|j d S )Nmaker   r      r^   Tfracreplacedropr   r  r  )return_inverse)getattrr=   r   rz   Float64HashTabler3   rR   locPyObjectHashTabler   samplereset_indexrS   r   drop_duplicatesr2   r>   )r@   htabletm_dtyper   makerr  s_duplicatedexpected_uniqueresult_uniqueresult_inversereconstrr"   r"   r(   test_hashtable_uniqueK  s"   


z#TestHashTable.test_hashtable_uniquec                 C   s   t td| d }t|d}|tjkrtj|jd< n|tjkr+tjd t	g|jdd< |j
dddjdd	}|jj|d
 | j}| |j\}}	|  j}
t||
 ||	|   }| j}t|| d S )Nr  r   r  r  r  r^   Tr   r#  r   )r&  r=   r   rz   r'  r3   rR   r(  r)  r   r*  r+  rS   r   r   r/   r  r,  r>   )r@   r-  r.  r   r/  r  r0  na_maskr2  r3  r1  result_reconstructexpected_reconstructr"   r"   r(   test_hashtable_factorizes  s   



z&TestHashTable.test_hashtable_factorizeN)r   r   r   r   r   r   rz   r)  StringHashTabler'  Int64HashTableUInt64HashTabler5  r9  r"   r"   r"   r(   r  J  s*    


r  c                   @   s   e Zd Zejejdej	ej	dddej	dddej	g
dej	dddej	dddej	g
gdd Z
ejd	ejd
 dd Zejd	ejejgdd Zdd Zejjdd ZdS )TestRankrf   r`   rJ   rK   r^   ra   c                 C   s`   ddl m} t|}t| }| }t|}tj||< ||}tj	||< t
|| d S )Nr   )rankdata)scipy.statsr>  r3   rQ   isfinitecopylibalgosrank_1drj   rR   r=   r  )r@   rf   r>  r   r   re   r"   r"   r(   test_scipy_compat  s   	



zTestRank.test_scipy_compatr,   
AllIntegerc                 C   sT   t jddgt jd}t jddg|d}|j|d t|}t|}t|| d S )NrJ   rK   r+   r   r   )	r3   rQ   r   r   r   r   rankr=   r>   )r@   r   r,   re   r   rT   r   r"   r"   r(   rg     s   
zTestRank.test_basicc                 C   s:   t jddgt jd}tddg|d}tt|| d S )NrJ   rK   r+   r   )r3   rQ   r   r   r=   r>   r   rF  )r@   r,   re   r  r"   r"   r(   r&    s   zTestRank.test_uint64_overflowc                 C   s`   t g dg dg dgg}d}tjt|d t| W d    d S 1 s)w   Y  d S )Nr   )r_   r\   r  )r  r  	   z%Array with ndim > 2 are not supportedr   )r3   rQ   r   r   r   r   rF  )r@   rf   r   r"   r"   r(   test_too_many_ndims  s
   "zTestRank.test_too_many_ndimsc                 C   s\   t d}tj|dd }|dksJ t ddd}tj|dd }|dks,J d S )Ni  T)pctrJ   i  rK   )r3   rd   r   rF  maxreshape)r@   rS   r   r"   r"   r(   test_pct_max_many_rows  s   
zTestRank.test_pct_max_many_rowsN)r   r   r   r  skip_if_no_scipyr   r   r   r3   rR   rD  	typecodesrg   r   r   r&  rH  
single_cpurL  r"   r"   r"   r(   r=    s     
	
r=  c                  C   s   t jg dd} t jtdddgdd}tjd | |}t jdgt jd}t|| tjd || }t jg t jd}t|| tjd | |}t jdgt jd}t|| tjd || }t jg t jd}t|| d S )Nrw   r+   i        r8   r]   )	r3   rQ   r   rB  padr<   r=   r>   backfill)oldnewr   r   r"   r"   r(   !test_pad_backfill_object_segfault  s   rV  c                   @   s   e Zd Zdd Zdd ZdS )TestTseriesUtilc                 C   s   t g d}t ttd}tjd |j|j}tjg dtjd}t	
|| t ddg}t ttdd	}tjd |j|j}tjg d
tjd}t	
|| d S )NrJ   r\   r   rP  int64_t)r   r   rJ   rJ   rJ   rJ   rK   rK   rK   rK   rK   r]   r+   rJ   r_   r\   r   r]   r]   r]   r]   r]   )r   r:   r   rB  rS  rS   r3   rQ   r<   r=   r>   r@   rT  rU  fillerexpect_fillerr"   r"   r(   test_backfill  s   zTestTseriesUtil.test_backfillc                 C   s   t g d}t ttd}tjd |j|j}tjg dtjd}t	
|| t ddg}t tjdtjd}tjd |j|j}tjg dtjd}t	
|| d S )	NrX  rP  rY  )r]   r   r   r   r   rJ   rJ   rJ   rJ   rJ   rK   rK   r+   r\   r   rZ  )r   r:   r   rB  rR  rS   r3   rQ   r<   r=   r>   rd   r   r[  r"   r"   r(   test_pad  s   zTestTseriesUtil.test_padN)r   r   r   r^  r_  r"   r"   r"   r(   rW    s    rW  c                  C   s6   t jg dddt jg dddg} t| rJ d S )N)|r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   r^   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rK   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   rJ   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^                             rx         r               rP     r   rG  r  r  r  r\   r_   r^   rK   rJ   r   r^  r`  ra  rb  rc  rd  re  rf  rg  rh  rx   ri  rj  r   rk  rl  rm  rn  rP  ro  r   rG  r  r  r  r\   r_   r^   rK   rJ   r   r^  r`  ra  rb  rc  rd  re  rf  rg  rh  rx   ri  rj  r   rk  rl  rm  rn  rP  ro  r   rG  r  r  r  r\   r_   r^   rK   rJ   r   r^  r`  ra  rb  rc  rd  re  rf  rg  rh  rx   ri  rj  r   rk  rl  rm  rn  rP  ro  r   rG  r  r  r  r\   r_   r^   rK   rJ   r   )r3   rQ   rB  is_lexsorted)failurer"   r"   r(   test_is_lexsorted  s   ~ ~   rr  c                  C   s   t jdddt j} t jdddt j}t| dd }t j| dd}|t j}t	|| | d | }t|dd }t 
|| f}|t j}t	|| d S )Nr   r  r   	mergesort)r  i@B )r3   r   r   r5   r<   rB  groupsort_indexerargsortr=   r>   lexsort)rX   rY   r   r   r   r"   r"   r(   test_groupsort_indexer  s   rw  c                     s  t   t  tddddtd g} t fdd| D s"J t fdd| D s/J   kr7  ks9J   k sA  krCJ t  t  ksMJ t  t  krWJ tfd	d| D sdJ tfd
d| D sqJ kryks{J k skrJ t  t  ksJ t  t  krJ t| D ]
}t|| ksJ qtt  gd 	  tt  gd 	  d S )Nz-infg}Ô%Ir   g}Ô%ITrj   c                 3   s    | ]} |kV  qd S r   r"   r$   rk   Infr"   r(   	<genexpr>;      z%test_infinity_sort.<locals>.<genexpr>c                 3   s     | ]} |kp| u V  qd S r   r"   rx  ry  r"   r(   r{  <      c                 3   s    | ]} |kV  qd S r   r"   rx  NegInfr"   r(   r{  B  r|  c                 3   s     | ]} |k p| u V  qd S r   r"   rx  r~  r"   r(   r{  C  r}      )
rB  InfinityNegInfinityr  allr   sortedr3   rQ   ru  )ref_numspermr"   rz  r  r(   test_infinity_sort0  s&   r  c                  C   s   t  } t  }| tjkrJ | tjkrJ | tjk rJ | tjkr$J | tjkr+J | tjks2J |tjkr9J |tjkr@J |tjk rGJ |tjkrNJ |tjkrUJ |tjks\J d S r   )rB  r  r  r3   rR   r  r"   r"   r(   test_infinity_against_nanQ  s   r  c                  C   s*   t jdt jd} t| }|| u sJ d S )Nr   r+   )r3   rd   r<   rB  ensure_platform_int)rf   r   r"   r"   r(   test_ensure_platform_intd  s   
r  c               	   C   s  d} t t jj}t t jj}tjt| d t	t 
||g| W d    n1 s-w   Y  tjt| d t	t 
||gt 
||g W d    n1 sTw   Y  tjt| d t	t 
||g| W d    n1 svw   Y  tjt| d t	t 
||gt 
||g W d    n1 sw   Y  tjt| d t	t 
||gt 
||g W d    n1 sw   Y  tjt| d tj	t 
||gt 
||gt 
ddgd W d    n1 sw   Y  tjt| d tj	t 
||gt 
||gt 
ddgd W d    n	1 s!w   Y  tjt| d% tj	t 
||gt 
||gt 
ddgt 
ddgd W d    n	1 sVw   Y  tjt| d t	t 
||gt 
t j|g W d    n	1 sw   Y  tj	t 
||gt 
||gt 
ddgd tj	t 
||gt 
||gt 
ddgd tj	t 
||gt 
||gt 
ddgt 
ddgd d S )NzOverflow in int64 additionr   FT)arr_mask)b_mask)r  r  )r3   iinfor   rJ  minr   r   OverflowErrorr   checked_add_with_arrrQ   rR   )r   r  nr"   r"   r(   test_int64_add_overflowk  sf   """$$$$$
r  c                   @   s   e Zd Zdd Zejdejd ejd  dd Z	dd	 Z
ejdejd ejd  d
d Zdd Zejdeegdd Zdd Zdd Zdd Zdd Zdd Zdd Zdd ZdS )TestModec                 C   s0   t g tjtg tdd}ttg |j	 d S )Nr+   )r,   r#   )
r   r3   r   r   intr=   r>   r   moderS   r@   re   r"   r"   r(   test_no_mode  s   zTestMode.test_no_moder  rE  r  c                 C   s   dg}dg}dg}ddg}t ||d}t ||d}tt|j|j t| | t ||d}t ||d}tt|j|j t| | d S )NrJ   r+   r   r=   r>   r   r  rS   r  r@   r  
exp_singledata_single	exp_multi
data_multirT   re   r"   r"   r(   test_mode_single  s   zTestMode.test_mode_singlec                 C   sP   t dgtd}ttdg|j t g dtd}ttg d|j d S )NrJ   r+   r[   )r   r  r=   r>   r   r  rS   r8   r  r"   r"   r(   test_mode_obj_int  s   zTestMode.test_mode_obj_intc                 C   s   dg}dgd dgd  }ddg}dgd dgd  dgd  }t ||d}t ||d}tt|j|j t| | t ||d}t ||d}tt|j|j t| | d S )NrJ   r\   rK   r^   r+   r  r  r"   r"   r(   test_number_mode  s   zTestMode.test_number_modec                 C   s\   dg}dgd dgd  }t |dd}t |dd}tt|j|j t| | d S )NrY   rX   rK   r^   rZ   r+   r  )r@   re   r   rT   r"   r"   r(   test_strobj_mode  s   zTestMode.test_strobj_modec                 C   s\   dg}dgd dgd  }t ||d}t ||d}tt|j|j t| | d S )Nbarr   rK   r^   r+   r  )r@   r  re   r   rT   r"   r"   r(   test_strobj_multi_char  s   zTestMode.test_strobj_multi_charc                 C      t g ddd}t g ddd}tt|j|j t| | t ddgdd}t g ddd}tt|j|j t| | d S )N)
1900-05-03r  
2013-01-02r   r+   )r  r  r  r  r  )r  r  r  r  r  r   r=   r   r   r  rS   rm  r  r@   re   rT   r"   r"   r(   test_datelike_mode     zTestMode.test_datelike_modec                 C   r  )N)-1 days0 daysr  r  r+   )r  r  r  2 minrs   rs   rs   z-1 dayz-1 day 2 minr  r  r  r  r"   r"   r(   test_timedelta_mode  r  zTestMode.test_timedelta_modec                 C   s@   t dg}t g d}tt|j|j t| | d S )Nr   )rJ   r   r   r  r  r"   r"   r(   test_mixed_dtype  s   
zTestMode.test_mixed_dtypec                 C   s   t dgtjd}t g dtjd}tt|j|j t| | t ddgtjd}t ddgtjd}tt|j|j t| | d S )Nr   r+   )rJ   r   r   rJ   )	r   r3   r   r=   r>   r   r  rS   r  r  r"   r"   r(   r&  	  s   zTestMode.test_uint64_overflowc                 C   s   t ddg}|}t| j}t|| t g d}t dgddgd}t| j}t|| t g d}t ddgg dd}t| j}t|| d S )	NrJ   rK   rJ   rX   rX   rX   r1  rJ   rJ   rK   r^   r^   r^   r   )r   r   r  rm  r=   r2  )r@   rZ   re   r  r"   r"   r(   r5  	  s   zTestMode.test_categoricalc                 C   s   t g d}tg dtjd}tt||j t g d}tdgt	d}tt||j t g d}tddgtjd}tt||j t g dd	d}t
jtd
d t| W d    d S 1 siw   Y  d S )Nr   r+   r  rX   r  rJ   r^   r  r  TimedeltaIndexr   )r   r   r3   r   r=   r>   r   r  rS   r8   r   r   AttributeError)r@   r   re   r"   r"   r(   
test_index	  s    "zTestMode.test_indexc                 C   s6   t g ddd}| }t dgdd}t|| d S )N)rJ   rJ   r^   r   r/  rJ   )r   r  r=   r  r  r"   r"   r(   test_ser_mode_with_name4	  s   z TestMode.test_ser_mode_with_nameN)r   r   r   r  r   r   r   r3   rN  r  r  r  r  strr8   r  r  r  r  r&  r5  r  r  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 )TestDiffr,   r   r#  c                 C   s   t dt j|dd}|jdd|d d df< tj	|ddd	}t j
|jd
dd }t dd|d d df< t dd|dd d f< t|| tj	|jddd	}t||j d S )NrP  r^   r_   r   nsrK   rJ   r   axisr  r+   )r3   rd   r5   r   rp  rK  r,   typer   diffr  rr  r  r=   r>   Tr@   r,   rf   r   r   r"   r"   r(   test_diff_datetimelike_nat=	  s    z#TestDiff.test_diff_datetimelike_natc                 C   sX   t ddddj}d}tjt|d tj|ddd W d    d S 1 s%w   Y  d S )	Nr:  r^   z
US/Pacific)rf  r   z#cannot diff DatetimeArray on axis=1r   rJ   r  )r   _datar   r   
ValueErrorr   r  )r@   rs  r   r"   r"   r(   test_diff_ea_axisM	  s
   "zTestDiff.test_diff_ea_axisint8int16c                 C   sH   t jg d|d}t|d}t jt jddddgdd}t|| d S )N)r   rJ   rJ   r   r   r+   rJ   r   r]   r6   )r3   rQ   r   r  rR   r=   r>   r  r"   r"   r(   test_diff_low_precision_intT	  s   z$TestDiff.test_diff_low_precision_intN)	r   r   r   r   r   r   r  r  r  r"   r"   r"   r(   r  <	  s    
r  opc                 C   sh   | g d}| g d}| g d}t |tjr&t||}t|| d S t||}t|| d S )N)r^   rJ   r^   r_   )rK   r^   rJ   rJ   )r^   r^   rJ   rJ   r_   rK   )r0   r3   r   r   union_with_duplicatesr=   r>   r   )r  lvalsrvalsr   r   r"   r"   r(   test_union_with_duplicates\	  s   r  )Nr   	itertoolsr   rM  numpyr3   r   pandas._libsr   rB  r   rz   pandas.util._test_decoratorsutil_test_decoratorsr  pandas.core.dtypes.commonr   r   r   r	   r
   pandas.core.dtypes.dtypesr   r  pandasr~   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   pandas._testing_testingr=   pandas.core.algorithmscore
algorithmspandas.core.arraysr   r   pandas.core.commoncommonr   r   r   ra  rb  r  r  r  r=  rV  rW  rr  rw  r  r  r  r  r  r  r   r   rQ   r  r"   r"   r"   r(   <module>   s^    L   W  ]   d gR:#  !3  