o
    Ti[C                    @   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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'm(Z( d dl)m*Z+ d dl,m-  m.Z d dl/m0Z0m1Z1 d dl2m-  m3Z4 G d	d
 d
Z5G dd dZ6dd Z7G dd dZ8G dd dZ9G dd dZ:G dd dZ;G dd dZ<dd Z=G dd dZ>dd Z?dd  Z@d!d" ZAd#d$ ZBd%d& ZCd'd( ZDG d)d* d*ZEG d+d, d,ZFejGHd-ejIejIgd.d/ ZJdS )0    )datetime)permutationsN)algos	hashtable)is_bool_dtypeis_complex_dtypeis_float_dtypeis_integer_dtypeis_object_dtype)CategoricalDtype)CategoricalCategoricalIndex	DataFrameDatetimeIndexIndexIntervalIndex
MultiIndexNaTPeriodPeriodIndexSeries	Timedelta	Timestampcut
date_rangetimedelta_rangeto_datetimeto_timedelta)DatetimeArrayTimedeltaArrayc                   @   sT  e Zd Zejdddgdd Zdd Zdd	 Zd
d Z	dd Z
dd Zdd Zdd Zdd Zdd Zejdg dg dg dfg dg dg dfg dg dg d fgd!d" Zd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zejdddgd3d4 Zejdddgd5d6 Zd7d8 Zejd9ejg d:d;d<ejg d=d>d<ejg d?d@d<gdAdB ZejdCejg dDd;d<dEfejg dFd;d<dGfejg dHd>d<dIfejg dJd>d<dGfejg dKed<dLfejg dMed<dNfejg dOed<dPfgdQdR Z ejdddgejjdSejg dTed<ejdUdLged<fe!jdVdGej"dVgdWd<e!jdVdGgdWd<fgdXdYgdZd[d\ Z#ejdg d]ejg d^e$d_d<ejdLej"dUged<fdLej"dUdLgejg d^e$d_d<ejdLej"dUged<fgd`da Z%ejdg dbejg dDe$d_d<ejdGej"dVgdcd<fdGej"dGdVgejg dDe$d_d<ejdGej"dVgej&d<fgddde Z'ejde(e)g dfejg dgej*d<e+dLdUgdLdUgdhdife,e)g dfejg dgej*d<e+dLdUgdLdUgdhdife,e-djdjgdkdlejdEdEgej*d<e-djgdkdlfgdmdn Z.doS )pTestFactorizesortTFc           
         s   |}|j |d\}}t}t|trtj}| }|jtjkr$|	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Zexpected_uniques_listr#   W/var/www/html/evchargy.com/venv/lib/python3.10/site-packages/pandas/tests/test_algos.py
<listcomp>N       z0TestFactorize.test_factorize.<locals>.<listcomp>dtypeTexact)	factorizer   
isinstancer   from_tuplesuniquer,   npZfloat16astypefloat32boolobjectZsort_valueslistasarrayintptmassert_numpy_array_equalassert_index_equal)
selfZindex_or_series_objr!   objZresult_codesZresult_uniquesconstructorZ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   rD   r   rE   r+         ?       @)
r3   arraynanr   r/   r:   r   r;   r<   r=   )r>   valuessercodesuniquesrB   rA   r#   r#   r(   +test_series_factorize_use_na_sentinel_falseT   s   z9TestFactorize.test_series_factorize_use_na_sentinel_falsec                 C   s  t jg dtd}t|\}}t|t jg dtd tj|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brS   rR   rR   crT   rT   r+   rR   rS   rT   Tr"   )r   rD   rD   r   r   rE   rE   rE      )r   rD   rE         )rY   rX   rE   rD   r         @)      @      @rJ   rI           )r]   rI   rJ   r\   r[   )
r3   rK   r7   r   r/   r;   r<   r:   aranger,   )r>   itemsrO   rP   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   rW   rD   rE   rX   r+   Tr"   )rE   rE   rW   rX   r   rD   )r   r3   rL   infr   r/   rK   r:   r;   r<   r   r=   )r>   xrO   rP   r`   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
|| d S )Nz20130101 09:00:00.0000420130101r   r   r   rD   rD   r   r+   Tr"   )rD   rD   rD   r   r   rD   )r   r   r   r/   r3   rK   r:   r;   r<   r   r=   r>   Zv1Zv2rf   rO   rP   r`   r#   r#   r(   test_factorize_datetime64   s   z'TestFactorize.test_factorize_datetime64c                 C   s   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 d S )	NZ201302MfreqZ201303ri   r+   Tr"   )r   r   r   r/   r3   rK   r:   r;   r<   r=   r   rj   r#   r#   r(   test_factorize_period   s   z#TestFactorize.test_factorize_periodc                 C   s   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1 day 1 min1 day)r   rD   r   r   rD   rD   r   r+   Tr"   )rD   r   rD   rD   r   r   rD   )
r   r   r   r/   r3   rK   r:   r;   r<   r=   rj   r#   r#   r(   test_factorize_timedelta   s   z&TestFactorize.test_factorize_timedeltac                 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 )NrD   rE   Or+   )rW      )na_sentinelr   )r3   rK   rL   htObjectFactorizerlenr/   r:   setr;   r<   pdisna)r>   keyrizerrt   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)rD   rE   rX   rD   rD   r   int64r+   )FFFFFT)mask)r   rD   rE   r   r   rW   rD   rE   rX   )r3   rK   ru   ZInt64Factorizerrw   r/   r:   r;   r<   rP   to_array)r>   datar   r|   resultr~   rA   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 )NrD   rE   rX   )r   rD   rE   r   rW   r+   r   )r3   rK   rL   ru   rv   rw   r/   r4   r7   r:   r;   r<   rP   r   )r>   r   r|   r   r~   rA   r#   r#   r(   test_factorizer_object_with_nan   s   z-TestFactorize.test_factorizer_object_with_nanz&data, expected_codes, expected_uniques)rD   rD   rD   rE   r   r   r   nonsense)r   rD   rE   rD   rX   )r   r   r   r   )r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   rD   rE   rD   )r   r   r   c                 C   sv   d}t jt|d t|\}}W d    n1 sw   Y  t |tj|tjd t	j
|td}t || d S )N0factorize with argument that is not not a Seriesmatchr+   )r;   assert_produces_warningFutureWarningry   r/   r<   r3   rK   r:   comZasarray_tuplesafer7   )r>   r   rB   rA   msgrO   rP   Z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 .*r   rW   Tr"   )	r3   rK   ranger7   pytestraises	TypeErrorr   r/   )r>   Zx17r   r#   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)rD   rE   rE   rD   r+   )r   rD   rD   r   rD   rE   )r3   rK   r:   r   r/   r;   r<   )r>   Zany_real_numpy_dtyper,   r   rB   rA   rO   rP   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)rI       חArI   :0yE>r   rI   r+   write)r   rD   r   rE   rD   r   )rI   r   r   )	r3   rK   float64setflagsr:   r   r/   r;   r<   r>   writabler   rB   rA   rO   rP   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)    rD   r   r+   r   r   rD   r   r   rD   )	r3   rK   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   rK   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)rR   rT   rR   rS   rT   r+   r   )r   rD   r   rE   rD   rR   rT   rS   )	r3   rK   r7   r   r:   r   r/   r;   r<   r   r#   r#   r(   test_string_factorize7  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 )NrR   rT   rS   r+   r   )r   rD   rW   rW   r   rE   rW   rD   r   )r3   rK   rL   r   r7   r   r:   r   r/   r;   r<   r   r#   r#   r(   test_object_factorizeA  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   rK   
datetime64r   r:   ry   r/   r;   r<   r   r#   r#   r(   test_datetime64_factorizeK  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   rD   Tr-   ry   
RangeIndexZ
from_ranger   r3   r^   r:   r   r/   r;   r<   r=   )r>   r!   rir~   r   r#   r#   r(   test_factorize_rangeindexX  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+   rW   r   rD   r"   Tr-   r   )r>   r!   r   r~   Zri2r   r#   r#   r(   $test_factorize_rangeindex_decreasingf  s   $z2TestFactorize.test_factorize_rangeindex_decreasingc                 C   s   t jg dt jd}tjtdd tj|dd W d    n1 s#w   Y  t	d t| W d    d S 1 s>w   Y  d S )N)            rD   r   r+   zgot an unexpected keywordr   T)orderF)
r3   rK   r   r   r   r   r   r/   r;   r   )r>   r   r#   r#   r(   test_deprecate_ordery  s   "z"TestFactorize.test_deprecate_orderr   r   u8r+   )r   rD   r   i8)__nan__foor   r7   c                 C   sJ   t |\}}|ddg }tjg dtjd}t|| t|| d S )Nr   rD   r   r+   )r   r/   r3   rK   r:   r;   r<   )r>   r   rO   rP   rA   rB   r#   r#   r(   ,test_parametrized_factorize_na_value_default  s
   
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuerH   r   )rD   r   rD   rE   rD   )r   rD   r   r   r   )rD   r   rD   r   )rR    rR   rS   rR   )r#   rR   rD   r#   rR   rE   r#   )r   r#   r   r   r   c                 C   sN   t j||d\}}|ddg }tjg dtjd}t|| t|| d S )N)na_valuerD   rX   )rW   r   rW   rD   r+   )r   Zfactorize_arrayr3   rK   r:   r;   r<   )r>   r   r   rO   rP   rA   rB   r#   r#   r(   $test_parametrized_factorize_na_value  s
   z2TestFactorize.test_parametrized_factorize_na_valuezdata, uniques)rS   rR   NrS   rS   rE   ZInt64Znumpy_arrayZ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!   rG   )rD   r   rW   rD   r+   )r   rD   rW   r   )r   r/   r3   rK   r:   Z	safe_sortr;   r<   r0   ndarrayassert_extension_array_equal)r>   r!   r   rP   rO   rB   rA   r#   r#   r(   test_factorize_use_na_sentinel  s   z,TestFactorize.test_factorize_use_na_sentinel)rR   NrS   rR   r   rD   rE   r   r:   c                 C   s@   t jtj|tddd\}}tj||dd tj||dd d S )Nr+   FrF   TZ
strict_nan)r   r/   r3   rK   r7   r;   r<   r>   r   rB   rA   rO   rP   r#   r#   r(   +test_object_factorize_use_na_sentinel_false  s
   
z9TestFactorize.test_object_factorize_use_na_sentinel_false)rD   NrD   rE   rr   c                 C   sh   d}t jt|d tj|dd\}}W d    n1 sw   Y  t j||dd t j||dd d S )Nr   r   FrF   Tr   )r;   r   r   r   r/   r<   )r>   r   rB   rA   r   rO   rP   r#   r#   r(   (test_int_factorize_use_na_sentinel_false  s   z6TestFactorize.test_int_factorize_use_na_sentinel_false)rR   rR   rS   )r   r   rD   category)
categoriesr,   Z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parametrizerC   rQ   rb   rg   rk   ro   rq   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r3   rK   r   r7   r   ry   rL   r   r,   r   r   r   r   r   r:   r   r   r   r   r#   r#   r#   r(   r    4   s    
'








	






r    c                	   @   s   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Z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   s6   t jdjdddd}t|}t|t jsJ d S )NrE   r   d   2   size)r3   randomdefault_rngintegersr   r2   r0   r   r>   ra   r   r#   r#   r(   	test_ints  s   
zTestUnique.test_intsc                 C   s<   t jdjddddd}t|}t|t jsJ d S )NrE   r   r   r   r   rr   )	r3   r   r   r   r4   r   r2   r0   r   r   r#   r#   r(   test_objects  s   
zTestUnique.test_objectsc                 C   s2   t jg dtd}tdD ]	}tt| qd S )N)rc   rd   CDEr+     )r3   rK   r7   r   rw   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 )NrV   rE   )r   Zfrom_arraysr3   r^   repeattilerM   r!   ry   r2   r;   assert_almost_equal)r>   Z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)rD   rE   rE   rD   rE   rI   rJ   r   TTFTF)rc   rd   rd   rc   rd   r+   )mrl   )r;   ZBYTES_DTYPESZSTRING_DTYPESr	   r   r   r   r   r
   r   r2   r3   rK   r4   r7   r,   kindr0   r   r   r<   )r>   Zany_numpy_dtyper   rP   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   rK   r   r   r2   r;   r<   r,   r   rM   )r>   r~   Zdt_indexr   sra   r#   r#   r(   $test_datetime64_dtype_array_returnedT  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   rK   ry   r2   r;   r<   r>   rR   r   r~   r#   r#   r(   test_datetime_non_nss     
zTestUnique.test_datetime_non_nsc                 C   r   )Nr   ztimedelta64[s]r+   i  i  r   r  r#   r#   r(   test_timedelta_non_nsy  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   rK   r   r   r2   r;   r<   r,   r   rM   )r>   r~   Ztd_indexr   r   ra   r#   r#   r(   %test_timedelta64_dtype_array_returned  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)rD   rE   r   r   r+   )rD   rE   r   )r   r3   r   rK   r;   r<   r   r2   )r>   r   r`   r#   r#   r(   test_uint64_overflow  s   zTestUnique.test_uint64_overflowc                 C   sH   dt jddg}tt j|td}t jdt jdgtd}t|| d S )NrR   rT   r+   )r3   rL   ry   r2   rK   r7   r;   r<   )r>   Z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 )
NZbacabcTr   orderedZbaabcr  r   namer   )
r   r8   r2   r;   assert_categorical_equalr   r   ry   r   r=   )r>   r~   Z
expected_orT   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,   rn   
2016-01-01)r   r   r   r2   r   Z_from_sequencer3   rK   r;   r   r   r=   ry   r>   r   r~   r#   r#   r(   test_datetime64tz_aware  s`   








z"TestUnique.test_datetime64tz_awarec                 C   sd  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
|| d}tjt|d t td}W d    n1 sw   Y  tjg dtd}t|| t tttd}ttd}t|| d S )N)rE   rD   rX   rX   )rE   rD   rX   r   r+   rE   rD   rV   r  z2016-01-01T00:00:00.000000000r   r   r   r  r  r  z5unique with argument that is not not a Series, Index,r   ZaabcrU   r  )ry   r2   r   r;   r<   r3   rK   r   r   r   r=   r   r   r8   r7   r   r  )r>   r   r~   r   r#   r#   r(   test_order_of_appearance  s6   

z#TestUnique.test_order_of_appearancezarg ,expected)1r  2r  r  r+   )r   r   c                 C   L   d}t jt|d t|}W d    n1 sw   Y  t || d S N-unique with argument that is not not a Seriesr   r;   r   r   ry   r2   r<   )r>   argr~   r   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   rK   r7   ry   r2   r;   r<   r>   ra   r   r~   r#   r#   r(   test_obj_none_preservation0  s   
z%TestUnique.test_obj_none_preservationc                 C   s4   t ddg}t|}t dg}t|| d S )Ng       r]   r   r  r#   r#   r(   test_signed_zero8  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   rK   ry   r2   rL   r;   r<   )r>   NAN1NAN2rR   r   r~   r#   r#   r(   test_different_nans?  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         r,  r)  r*  r   r+   rD   )r-  r.  r/  r3   rK   ry   r2   r   )	r>   r3  Zbits_for_nan1Zbits_for_nan2r0  r1  rR   r   Zresult_nan_bitsr#   r#   r(   test_first_nan_keptK  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+   rE   r   rD   )r3   rK   r7   ry   r2   r   )r>   Zunique_nulls_fixtureZunique_nulls_fixture2rR   r   r#   r#   r(   test_do_not_mangle_na_values\  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 )NrD   rE   rX   r+   )r   ry   ZNAr2   rK   r;   r   )r>   Zany_numeric_ea_dtyperN   r   r~   r#   r#   r(   test_unique_maskedf  s   
zTestUnique.test_unique_maskedN)r   r   r   r   r   r   r   r   r   r  r  r	  r
  r  r  r  r  r   r   r   r3   rK   r7   r%  r'  r(  r2  r   r4  r5  r6  r#   r#   r#   r(   r     s:    %)7%


r   c                 C   sB   | t jdddd}t|}tt|}||ksJ d S )NrE   r   rs      )r3   r   r   r   r   Znunique_intsrw   r2   )Zindex_or_series_or_arrayrM   r   r~   r#   r#   r(   test_nunique_intsn  s   
r8  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 )NzOonly list-like objects are allowed to be passed to isin\(\), you passed a `int`r   rD   )r   r   r   r   isin)r>   r   r#   r#   r(   test_invalidw  s   "zTestIsin.test_invalidc                 C   sB  d}t jt|d tddgdg}W d    n1 sw   Y  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 jt|d tddgdg}W d    n1 sw   Y  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 jt|d tddgdg}W d    n	1 sw   Y  tddg}t || d S )	N+isin with argument that is not not a Seriesr   rD   rE   TFrR   rS   )	r;   r   r   r   r:  r3   rK   r<   r   )r>   r   r   r~   r#   r#   r(   rb     sD   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 )	Nrh   rX   periodsr   )TFFrE   r   rp   )
r   rM   r   r:  r3   rK   r;   r<   rx   r   r&  r#   r#   r(   test_i8  s(   zTestIsin.test_i8dtype1)r  r   M8[ns, UTC]	period[D]r,   )r   Z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
2013-01-01rX   r=  rB  r   rA  UTCr   r+   )r   _valuesZ	to_periodZtz_localizer   viewr4   r   r:  r3   zerosshaper6   r;   r<   )r>   r,   r@  dtara   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 )
NZ20000101i r   )r>  rn   r   rE   r+   TrD   )
r   rM   r   r:  r3   rF  rw   r6   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   rU   rD   r   )TTFT)	r3   rK   r   r   
from_codesr   r:  r;   r<   )r>   valscatsZSdZ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 rM  )r3   rK   r   rN  r   r:  r;   r<   )r>   rO  rP  catotherr~   r   r#   r#   r(   test_categorical_isin  s   zTestIsin.test_categorical_isinc                 C   sj   t jg}t jg}t dg}d}tjt|d t||}W d    n1 s(w   Y  t|| d S )NTr<  r   )	r3   rL   rK   r;   r   r   r   r:  r<   r>   rI  rM   r~   r   r   r#   r#   r(   test_same_nan_is_in  s   zTestIsin.test_same_nan_is_inc                 C   sP   t dd}t j|d< t|t t jdg}t jt|td}t	
|| d S NrI   iAB r   rD   r+   )r3   r   rL   r   r:  rK   onesrw   r6   r;   r<   rK  r#   r#   r(   test_same_nan_is_in_large  s
   
z"TestIsin.test_same_nan_is_in_largec                 C   sZ   t dd}t|}t j|d< |t t jdg}tt jt|td}t	
|| d S rW  )r3   r   r   rL   r:  rK   rX  rw   r6   r;   assert_series_equal)r>   r   Z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}| | }}d}t jt|d) t t|g|gtdg t t|g|gtdg W d    d S 1 sCw   Y  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>   rS  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   r6   r^  r`  r#   r#   r#   r(   LikeNan  s    ra  r<  r   TF)r;   r   r   r<   r   r:  r3   rK   )r>   ra  rR   rS   r   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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 )NrL   r   Tr+   )
floatr   r:  r3   rK   r;   r<   r9   r7   r   )r>   rI  rM   r   r#   r#   r(   r2  -  s   

zTestIsin.test_different_nansc                 C   sj   ddg}dg}t ddg}d}tjt|d t||}W d    n1 s(w   Y  t|| d S )Nss*   Z42Fz2isin with argument that is not not a Series, Indexr   )r3   rK   r;   r   r   r   r:  r<   rU  r#   r#   r(   test_no_castE  s   zTestIsin.test_no_castemptyr+   c                 C   s6   t ddg}tddg}t||}t|| d S )NrR   rS   F)r   r3   rK   r   r:  r;   r<   )r>   rg  rO  r~   r   r#   r#   r(   
test_emptyP  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 )NrL                 ?r+   )FFT)	r3   rK   rL   rc  r7   r   r:  r;   r<   )r>   rI  rO  r~   r   r#   r#   r(   test_different_nan_objectsY  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 )Nr)  r*  r+  r   r,  r+   T)
r-  r.  r/  r3   rK   r   r   r:  r;   r<   )r>   r0  r1  ra   Zlookup1r   r~   Zlookup2r#   r#   r(   test_different_nans_as_float64a  s   z'TestIsin.test_different_nans_as_float64c                 C   s<   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 1rM   rD   rE   r  FN)r   r:  r;   assert_frame_equalr>   Zdfr   Zexpected_falser#   r#   r(   test_isin_int_df_string_searchw  s   z'TestIsin.test_isin_int_df_string_searchc                 C   sH   t dtjdgi}|tjdgtd}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 NaNrM   rE   NaNr+   FN)r   r3   rL   r:  rK   r7   r;   rl  rm  r#   r#   r(   test_isin_nan_df_string_search  s   z'TestIsin.test_isin_nan_df_string_searchc                 C   sF   t dddgi}|tjdgtd}t dddgi}t|| dS )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 1.4245rM   gn?g#Ed@z1.4245r+   FN)r   r:  r3   rK   r7   r;   rl  rm  r#   r#   r(    test_isin_float_df_string_search  s   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   r:  r;   rZ  r>   rN   r   r~   r#   r#   r(   test_isin_unsigned_dtype  s   z!TestIsin.test_isin_unsigned_dtypeN)r   r   r   r;  rb   r?  r   r   r   rJ  rL  rQ  rT  rV  rY  r[  rb  r2  rf  r   r7   r3   rK   rh  rj  rk  rn  rp  rq  rs  r#   r#   r#   r(   r9  v  s0    )

	
r9  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ejdejedfdd Zdd Zdd ZdS )TestValueCountsc                 C   s   t jdd}t|d}d}tjt|d t	|}W d    n1 s'w   Y  g d}t
|tdd}tg d|d	d
}t| |  d S )Ni  rY   !pandas.value_counts is deprecatedr   )gV-g}?5^Ig/$ۿgףp=
?gʡE?Tr  )rD   r   rE   rD   countr$   r  )r3   r   r   Zstandard_normalr   r;   r   r   r   value_countsr   Zfrom_breaksr4   CDTr   rZ  Z
sort_index)r>   ra   factorr   r   Zbreaksr$   r~   r#   r#   r(   test_value_counts  s   
z!TestValueCounts.test_value_countsc                 C   s   g d}d}t jt|d tj|dd}W d    n1 sw   Y  tdgtdgdd	}t || t jt|d tj|d
dd}W d    n1 sPw   Y  td
d
gtddgdd	}t || d S )N)rD   rE   rX   rY   ru  r   rD   binsrY   )Zd;?r[   rv  rw  rE   F)r}  r!   )r~        @)r  r[   )	r;   r   r   r   rx  r   r   r1   rZ  )r>   r   r   r   r~   r#   r#   r(   test_value_counts_bins  s$   z&TestValueCounts.test_value_counts_binsc              	   C   s  d}t jt|d ttddg}W d    n1 sw   Y  t|dks+J t jt|d tjtddgdd}W d    n1 sIw   Y  t|dksVJ t jt|d ttg d}W d    n1 sqw   Y  t|dks~J d}t	j
t|d6 t jt|d tjtjd	dgtd
dd W d    n1 sw   Y  W d    d S W d    d S 1 sw   Y  d S )Nru  r   rD   rI   r|  )rD   rI   r  rE   z*bins argument only works with numeric datar  r+   )r;   r   r   r   rx  r3   rK   rw   r   r   r   r   r7   )r>   Zmsg2r   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}d}||fD ]5}tjt|d t	|}tj	|dd	}W d    n1 s7w   Y  t
|d
ksDJ t
|dksLJ qt tdd
idd}tjt|d tt	|| W d    d S 1 ssw   Y  d S )Nr  timedelta64[ns]r+   r   z
2014-01-01ru  r   FdropnarD   rE   z2014-01-01 00:00:00rv  r  )r   r3   timedelta64r   r   r;   r   r   r   rx  rw   r   rZ  )r>   tddtr   r   vcZ
vc_with_naZ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  rD   i  ip  r+   rX   rE   rD   rv  rw  z
2362-01-01ignore)errors)
r   r   rx  r   r7   r;   rZ  r   r3   rL   )r>   r   resZ	exp_indexr`   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 )NZaaabbcr  rU   rv  rw  TZcheck_index_type)
r   r   r8   rx  r   r;   rZ  rR  Z
as_orderedr$   rK  r#   r#   r(   r    s   
z TestValueCounts.test_categoricalc                 C   s>  t ttd}tj|jd< | }t g dtg dg dddd}tj	||dd	 |jd
d}t g dtdddtjgdd}tj	||dd	 t ttddg dd}tj|jd< | }t g dtg dg ddddd}tj	||dd	 |jd
d}t g dtdddtjgg ddddd}tj	||dd	 d S )NZ
aaaaabbbccrD   )rY   rX   rE   rU   r  rv  rw  Tr  Fr  )rY   rX   rE   rD   rR   rS   rT   )rS   rR   rT   )r  r   r  )
r   r   r8   r3   rL   Zilocrx  r   r;   rZ  rK  r#   r#   r(   test_categorical_nans  sL   	z%TestValueCounts.test_categorical_nansc                 C   sZ   t ttdtddd}| }t g dtg dtddddd}tj||dd	 d S )
NZbbbaacabcdTr  )rX   rE   rD   r   )rS   rR   rT   r)  rv  rw  r  )r   r   r8   rx  r;   rZ  rK  r#   r#   r(   test_categorical_zeroes1  s   z'TestValueCounts.test_categorical_zeroesc              	   C   s  t tg djddtddgddgdd t tg djddtddgddgdd t tdgd	 dgd  d gd
  jddtd	dgtddgtddd t tdgd
 dgd	  d gd  jddtg dg ddd t tg djddtddgddgdd t tg djddtddgddgdd t tg djddtddgddgdd tg djdd}tg dg ddd}t || d S )Nr   Tr  rE   rD   Frv  rw  rX   rV   r+   )rV   rX   rE   )TFN)皙$@rZ   rZ   rZ   r  )r  rZ   rZ   N)r  r  rZ   rZ   rZ   Nr  )rZ   r  N)r;   rZ  r   rx  r   r7   r  r#   r#   r(   test_value_counts_dropna>  s>   ((z(TestValueCounts.test_value_counts_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 )NrD   rE   rX   rV   TF)	normalizer  )g      ?g333333?g?rJ   rI   r+   Z
proportionrw  g333333?g?)r   r3   rL   r4   rx  r;   rZ  )r>   r,   r   Zs_typedr   r~   r#   r#   r(   test_value_counts_normalizedd  s   $
z,TestValueCounts.test_value_counts_normalizedc                 C   s   t jdgt jd}tdgdgdd}d}tjt|d t|}W d    n1 s+w   Y  t	|| t jddgt
d}tddgddgdd}tjt|d t|}W d    n1 saw   Y  t	|| d S )	Nr   r+   rD   rv  rw  ru  r   rW   )r3   rK   r   r   r;   r   r   r   rx  rZ  r7   )r>   ra   r~   r   r   r#   r#   r(   test_value_counts_uint64w  s   z(TestValueCounts.test_value_counts_uint64c                 C   sX   t dddddt jg}t|jdd}tg dtjg ddd	d
d}t|| d S )NrX   rD   rE   rY   r|  )rE   rE   rD   ))r~  rJ   )rJ   r\   )r\   r[   zinterval[float64, right]r+   rv  rw  )	r3   rK   rL   r   rx  r   r1   r;   rZ  )r>   rM   r   r~   r#   r#   r(   test_value_counts_series  s   z(TestValueCounts.test_value_counts_seriesN)r   r   r   r{  r  r  r  r  r  r  r  r  r   r   r   r3   r   r7   r  r  r  r#   r#   r#   r(   rt    s    +&
rt  c                   @   s$  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   rD   rE   r+   )FFFTFTfirstZkeeplast)TFTFFFF)TFTTFT   rY   T)r3   rK   rL   r7   r   
duplicatedr;   r<   rg  	enumeratezip)r>   keysr   r~   r   tZfalsesZtruesr#   r#   r(   test_duplicated_with_nas  s:   
(



z'TestDuplicated.test_duplicated_with_nascase)
rD   rE   rD   rV   rX   rE   rY   rD   rV      g?g@gffffff
@g@gffffff@)
      ?      ?       @       @r        @      @y      @      @r  y      @      @r  r  y      @      @)
rR   rS   rR   erT   rS   r)  rR   r  fr+   )
rD   r   rD      r   r   '   rD   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   rK   r   r  r;   r<   r   r   rZ  )
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%   r)  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   rm   )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   rK   r   r  r;   r<   r   r7   r   rZ  )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   rX   c                 C   s,   |j du sJ t| tg d d S )NT)FFF)Z	is_uniquer;   r<   r  r3   rK   )r>   r  r#   r#   r(   test_unique_indexP  s   z TestDuplicated.test_unique_indexzarr, uniques)r   r   rD   rD   r   r   r   r  r  r   )r   r  r  r   )rS   rT   rR   rS   r  r  r  r  )r   rS   rE   rR   rX   r   )r   r  r  c                 C   sj   t jt|td}||d d < d}tjt|d t|}W d    n1 s(w   Y  t	|| d S )Nr+   r"  r   )
r3   rg  rw   r7   r;   r   r   ry   r2   r<   )r>   ra   rP   r~   r   r   r#   r#   r(   test_unique_tuplesU  s   z!TestDuplicated.test_unique_tupleszarray,expected)r  r   rD   ri        ?       @r  )r  y                y      ?        ri  r  c                 C   r   r!  r#  )r>   rK   r~   r   r   r#   r#   r(   test_unique_complex_numbersm  s
   z*TestDuplicated.test_unique_complex_numbersN)r   r   r   r  r   r   r   r3   rK   rL   r7   r   r  r  r   ry   r   r  r  r  r#   r#   r#   r(   r    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FloatZIntZ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       rX   TfracreplaceZdropr   r  r  )Zreturn_inverse)getattrr;   r   ru   Float64HashTabler3   rL   locPyObjectHashTabler   samplereset_indexrM   r   drop_duplicatesr2   r<   )r>   htabletm_dtyper   makerr   s_duplicatedexpected_uniqueresult_uniqueresult_inverseZreconstrr#   r#   r(   test_hashtable_unique  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  rX   Tr  r  r   )r  r;   r   ru   r  r3   rL   r  r  r   r  r  rM   r   rz   r/   r  r  r<   )r>   r  r  r   r  r   r  Zna_maskr  r  r  Zresult_reconstructZexpected_reconstructr#   r#   r(   test_hashtable_factorize  s   



z&TestHashTable.test_hashtable_factorizeN)r   r   r   r   r   r   ru   r  ZStringHashTabler  ZInt64HashTableZUInt64HashTabler  r  r#   r#   r#   r(   r    s*    


r  c                   @   s   e Zd Z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 )TestRankra   rZ   rD   rE   rX   r[   c                 C   s`   t d}t|}t| }| }t|}tj||< |	|}tj
||< t|| d S )Nzscipy.stats)r   Zimportorskipr3   rK   isfinitecopylibalgosZrank_1dre   ZrankdatarL   r;   r   )r>   ra   Zsp_statsr   r   r`   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 )NrD   rE   r+   r   r   )	r3   rK   r   r   r   r   rankr;   r<   )r>   r   r,   r`   r   rN   r   r#   r#   r(   rb     s   
zTestRank.test_basicc                 C   s:   t jddgt jd}tddg|d}tt|| d S )NrD   rE   r+   r   )r3   rK   r   r   r;   r<   r   r  )r>   r,   r`   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   )rY   rV   r  )r  r  	   z%Array with ndim > 2 are not supportedr   )r3   rK   r   r   r   r   r  )r>   ra   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)ZpctrD   i  rE   )r3   r^   r   r  maxreshape)r>   rM   r   r#   r#   r(   test_pct_max_many_rows  s   
zTestRank.test_pct_max_many_rowsN)r   r   r   r   r   r   r3   rL   r  	typecodesrb   r   r   r
  r  Z
single_cpur  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 )Nrr   r+   i        r7   rW   )	r3   rK   r   r  padr:   r;   r<   backfill)oldnewr   r~   r#   r#   r(   !test_pad_backfill_object_segfault
  s   r  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rD   rV   r   r  int64_t)r   r   rD   rD   rD   rD   rE   rE   rE   rE   rE   rW   r+   rD   rY   rV   r   rW   rW   rW   rW   rW   )r   r8   r   r  r  rM   r3   rK   r:   r;   r<   r>   r  r  ZfillerZ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 )	Nr  r  r  )rW   r   r   r   r   rD   rD   rD   rD   rD   rE   rE   r+   rV   r   r  )r   r8   r   r  r  rM   r3   rK   r:   r;   r<   r^   r   r  r#   r#   r(   test_pad1  s   zTestTseriesUtil.test_padN)r   r   r   r   r  r#   r#   r#   r(   r    s    r  c                  C   sh   t jdgd dgd  dgd  dgd  ddt jttdd d d	 d
 ddg} t| r2J d S )NrX       rE   rD   r   r   r+   r  rW   rY   )r3   rK   r8   r   r  Zis_lexsorted)Zfailurer#   r#   r(   test_is_lexsortedB  s   &r  c                  C   s   t jddddt j} t jd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 )NrE   r   r   r   Z	mergesort)r   i@B )r3   r   r   r   r4   r:   r  Zgroupsort_indexerargsortr;   r<   Zlexsort)rR   rS   r   r~   r{   r#   r#   r(   test_groupsort_indexerQ  s   r  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%ITre   c                 3   s    | ]} |kV  qd S r   r#   r%   rf   Infr#   r(   	<genexpr>u      z%test_infinity_sort.<locals>.<genexpr>c                 3   s     | ]} |kp| u V  qd S r   r#   r  r  r#   r(   r	  v      c                 3   s    | ]} |kV  qd S r   r#   r  NegInfr#   r(   r	  |  r
  c                 3   s     | ]} |k p| u V  qd S r   r#   r  r  r#   r(   r	  }  r  r  )
r  InfinityNegInfinityrc  allr   sortedr3   rK   r  )Zref_numspermr#   r  r  r(   test_infinity_sortj  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$J | tjkr+J | tjks2J |tjkr9J |tjkr@J |tjk rGJ |tjkrNJ |tjkrUJ |tjks\J d S r   )r  r  r  r3   rL   r  r#   r#   r(   test_infinity_against_nan  s   r  c                  C   s*   t jdt jd} t| }|| u sJ d S )Nr   r+   )r3   r^   r:   r  Zensure_platform_int)ra   r   r#   r#   r(   test_ensure_platform_int  s   
r  c               	   C   s  d} t t jj}t t jj}tjt| d t	t 
||g| W d    n1 s-w   Y  tjt| d t	t 
||gt 
||g W d    n1 sTw   Y  tjt| d t	t 
||g| W d    n1 svw   Y  tjt| d t	t 
||gt 
||g W d    n1 sw   Y  tjt| d t	t 
||gt 
||g W d    n1 sw   Y  tjt| d tj	t 
||gt 
||gt 
ddgd W d    n1 sw   Y  tjt| d tj	t 
||gt 
||gt 
ddgd W d    n	1 s!w   Y  tjt| d% tj	t 
||gt 
||gt 
ddgt 
ddgd W d    n	1 sVw   Y  tjt| d t	t 
||gt 
t j|g W d    n	1 sw   Y  tj	t 
||gt 
||gt 
ddgd tj	t 
||gt 
||gt 
ddgd tj	t 
||gt 
||gt 
ddgt 
ddgd d S )NzOverflow in int64 additionr   FT)arr_mask)b_mask)r  r  )r3   Ziinfor   r  minr   r   OverflowErrorr   Zchecked_add_with_arrrK   rL   )r   r   nr#   r#   r(   test_int64_add_overflow  sf   """$$$$$
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   s6   t g tjtg tdd}ttt	g |j
 d S )Nr+   )r,   r$   )r   r3   r   r   intr;   r<   r   moderK   rM   r>   r`   r#   r#   r(   test_no_mode  s   zTestMode.test_no_moder  r  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 )NrD   r+   r   r;   r<   r   r  rM   rZ  r>   r  Z
exp_singleZdata_singleZ	exp_multiZ
data_multirN   r`   r#   r#   r(   test_mode_single  s   zTestMode.test_mode_singlec                 C   sN   t dgtd}tt|j|j t g dtd}tt|j|j d S )NrD   r+   rU   )r   r  r;   r<   r   r  rM   r7   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 )NrD   rV   rE   rX   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 )NrS   rR   rE   rX   rT   r+   r"  )r>   r`   r   rN   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   rE   rX   r+   r"  )r>   r  r`   r   rN   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  rM   rD  rZ  r>   r`   rN   r#   r#   r(   test_datelike_mode     zTestMode.test_datelike_modec                 C   r*  )N)-1 days0 daysr  r  r+   )r  r1  r2  2 minrp   rp   rp   z-1 dayz-1 day 2 minr3  r3  r-  r.  r#   r#   r(   test_timedelta_mode*  r0  zTestMode.test_timedelta_modec                 C   s@   t dg}t g d}tt|j|j t| | d S )Nr   )rD   r   r   r"  r.  r#   r#   r(   test_mixed_dtype8  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+   )rD   r   r   rD   )	r   r3   r   r;   r<   r   r  rM   rZ  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 )	NrD   rE   rD   rR   rR   rR   r  rD   rD   rE   rX   rX   rX   r   )r   r   r  rD  r;   r  )r>   rT   r`   r  r#   r#   r(   r  I  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+   r7  rR   r8  rD   rX   r4  r  ZTimedeltaIndexr   )r   r   r3   r   r;   r<   r   r  rM   r7   r   r   AttributeError)r>   r  r`   r#   r#   r(   
test_indexY  s    "zTestMode.test_indexc                 C   s6   t g ddd}| }t dgdd}t|| d S )N)rD   rD   rX   r   r  rD   )r   r  r;   rZ  rr  r#   r#   r(   test_ser_mode_with_namen  s   z TestMode.test_ser_mode_with_nameN)r   r   r   r!  r   r   r   r3   r  r$  r%  r&  r'  strr7   r)  r/  r5  r6  r
  r  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 )Nr  rX   rY   r   nsrE   rD   r   Zaxisr  r+   )r3   r^   r4   r   rE  r  r,   typer   diffrX  rG  r  r;   r<   Tr>   r,   ra   r   r~   r#   r#   r(   test_diff_datetimelike_natw  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  rX   z
US/Pacific)r>  r   z#cannot diff DatetimeArray on axis=1r   rD   r?  )r   _datar   r   
ValueErrorr   rA  )r>   rH  r   r#   r#   r(   test_diff_ea_axis  s
   "zTestDiff.test_diff_ea_axisZint8Z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   rD   rD   r   r   r+   rD   r   rW   r5   )r3   rK   r   rA  rL   r;   r<   rC  r#   r#   r(   test_diff_low_precision_int  s   z$TestDiff.test_diff_low_precision_intN)	r   r   r   r   r   r   rD  rG  rH  r#   r#   r#   r(   r=  v  s    
r=  opc                 C   sh   | g d}| g d}| g d}t |tjr&t||}t|| d S t||}t|| d S )N)rX   rD   rX   rY   )rE   rX   rD   rD   )rX   rX   rD   rD   rY   rE   )r0   r3   r   r   Zunion_with_duplicatesr;   r<   r   )rI  ZlvalsZrvalsr~   r   r#   r#   r(   test_union_with_duplicates  s   rJ  )Kr   	itertoolsr   r-  numpyr3   r   Zpandas._libsr   r  r   ru   Zpandas.core.dtypes.commonr   r   r   r	   r
   Zpandas.core.dtypes.dtypesr   ry  Zpandasry   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Zpandas._testingZ_testingr;   Zpandas.core.algorithmscoreZ
algorithmsZpandas.core.arraysr   r   Zpandas.core.commoncommonr   r    r   r8  r9  rt  r  r  r  r  r  r  r  r  r  r  r  r  r=  r   r   rK   rJ  r#   r#   r#   r(   <module>   sX    P   ^  a  #  kR9#!3  