o
    _~#g0                    @   s  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,m-Z-m.Z. d dl/m*  m0Z1 G dd	 d	Z2G d
d dZ3dd Z4G dd dZ5G dd dZ6G dd dZ7G dd dZ8G dd dZ9G dd dZ:G dd dZ;ej<=dej>ej>gdd Z?dS )    )datetimeN)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                   @   sd  e Zd Zd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$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zejdddgd5d6 Zejdddgd7d8 Zd9d: Zejd;ejg d<d=d>ejg d?d@d>ejg dAdBd>gdCdD ZejdEejg dFd=d>dGfejg dHd=d>dIfejg dJd@d>dKfejg dLd@d>dIfejg dMe d>dNfejg dOe d>dPfejg dQe d>dRfgdSdT Z!ejdddgejjdUejg dVe d>ejdWdNge d>fe"jdXdIej#dXgdYd>e"jdXdIgdYd>fgdZd[gd\d]d^ Z$ejdg d_ejg d`e%dad>ejdNej#dWge d>fdNej#dWdNgejg d`e%dad>ejdNej#dWge d>fgdbdc Z&ejdg ddejg dFe%dad>ejdIej#dXgded>fdIej#dIdXgejg dFe%dad>ejdIej#dXgej'd>fgdfdg Z(ejde)e*g dhejg diej+d>e,dNdWgdNdWgdjdkfe-e*g dhejg diej+d>e,dNdWgdNdWgdjdkfe-e.dldlgdmdnejdGdGgej+d>e.dlgdmdnfgdodp Z/dqdr Z0dsS )tTestFactorizec                 C   s   g d}d}t jt|d t|\}}W d    n1 sw   Y  tjg dtjd}t || tjg dt	d}t || d S )N)             @      ?0factorize with argument that is not not a Seriesmatch)r   r    r!   dtype)      ?        y       @        r"   )
tmassert_produces_warningFutureWarningr   	factorizenparrayintpassert_numpy_array_equalobject)selfr.   msglabelsuniquesexpected_labelsexpected_uniques r8   |/var/www/static.ux5.de/https/Moving-Object-Detection-with-OpenCV/env/lib/python3.10/site-packages/pandas/tests/test_algos.pytest_factorize_complex4   s   z$TestFactorize.test_factorize_complexsortTFc           
         s   |}|j |d\}}t}t|trtj}| }|jtjkr$|	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 r8   )index).0valexpected_uniques_listr8   r9   
<listcomp>[       z0TestFactorize.test_factorize.<locals>.<listcomp>r&   Texact)r,   r   
isinstancer   from_tuplesuniquer'   r-   float16astypefloat32boolr1   sort_valueslistasarrayr/   r)   r0   assert_index_equal)
r2   index_or_series_objr;   objresult_codesresult_uniquesconstructorexpected_arrr7   expected_codesr8   r@   r9   test_factorizeB   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 )	Nr    r!   Fuse_na_sentinelr   r    r   r!   r&         ?       @)
r-   r.   nanr   r,   r/   r   r)   r0   rP   )r2   valuessercodesr5   rW   r7   r8   r8   r9   +test_series_factorize_use_na_sentinel_falsea   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brd   rc   rc   cre   re   r&   rc   rd   re   Tr<   )r   r    r    r   r   r!   r!   r!      )r   r    r!         )rj   ri   r!   r    r         @)      @      @r]   r\           )rn   r\   r]   rm   rl   )
r-   r.   r1   r   r,   r)   r0   r/   aranger'   )r2   itemsra   r5   exparrr8   r8   r9   
test_basicm   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   rh   r    r!   ri   r&   Tr<   )r!   r!   rh   ri   r   r    )r   r-   r^   infr   r,   r.   r/   r)   r0   r   rP   )r2   xra   r5   rq   r8   r8   r9   
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   r    r    r   r&   Tr<   )r    r    r    r   r   r    )r   r   r   r,   r-   r.   r/   r)   r0   r   rP   r2   v1v2rw   ra   r5   rq   r8   r8   r9   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 )	N201302Mfreq201303rz   r&   Tr<   )r   r   r   r,   r-   r.   r/   r)   r0   rP   r   r{   r8   r8   r9   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   r    r   r   r    r    r   r&   Tr<   )r    r   r    r    r   r   r    )
r   r   r   r,   r-   r.   r/   r)   r0   rP   r{   r8   r8   r9   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 )Nr    r!   Or&   )rh      )na_sentinelr   )r-   r.   r^   htObjectFactorizerlenr,   r/   setr)   r0   pdisna)r2   keyrizerr   idsexpectedr8   r8   r9   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)r    r!   ri   r    r    r   int64r&   )FFFFFT)mask)r   r    r!   r   r   rh   r    r!   ri   )r-   r.   r   Int64Factorizerr   r,   r/   r)   r0   r5   to_array)r2   datar   r   resultr   r7   r8   r8   r9   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 )Nr    r!   ri   )r   r    r!   r   rh   r&   r   )r-   r.   r^   r   r   r   r,   rJ   r1   r/   r)   r0   r5   r   )r2   r   r   r   r   r7   r8   r8   r9   test_factorizer_object_with_nan   s   z-TestFactorize.test_factorizer_object_with_nanz&data, expected_codes, expected_uniques)r    r    r    r!   r   r   r   nonsense)r   r    r!   r    ri   )r   r   r   r   )r   r   r   r   r   )r   r   r   r   )r   r   r   r   )r   r    r!   r    )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 )Nr#   r$   r&   )r)   r*   r+   r   r,   r0   r-   r.   r/   comasarray_tuplesafer1   )r2   r   rW   r7   r3   ra   r5   expected_uniques_arrayr8   r8   r9   test_factorize_tuple_list   s   z'TestFactorize.test_factorize_tuple_listc                 C   sl   t jdd tdD td}d}tjt|d tj|d d d dd	 W d    d S 1 s/w   Y  d S )
Nc                 S      g | ]}t |qS r8   )complexr>   ir8   r8   r9   rB         z6TestFactorize.test_complex_sorting.<locals>.<listcomp>   r&   z,'[<>]' not supported between instances of .*r$   rh   Tr<   )	r-   r.   ranger1   pytestraises	TypeErrorr   r,   )r2   x17r3   r8   r8   r9   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)r    r!   r!   r    r&   )r   r    r    r   r    r!   )r-   r.   r/   r   r,   r)   r0   )r2   any_real_numpy_dtyper'   r   rW   r7   ra   r5   r8   r8   r9   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)r\       חAr\   :0yE>r   r\   r&   write)r   r    r   r!   r    r   )r\   r   r   )	r-   r.   float64setflagsr/   r   r,   r)   r0   r2   writabler   rW   r7   ra   r5   r8   r8   r9   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)    r    r   r&   r   r   r    r   r   r    )	r-   r.   uint64r   r/   r   r,   r)   r0   r   r8   r8   r9   test_uint64_factorize0  r   z#TestFactorize.test_uint64_factorizec                 C   r   )N)             r   r&   r   r   r   r   )	r-   r.   r   r   r/   r   r,   r)   r0   r   r8   r8   r9   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)rc   re   rc   rd   re   r&   r   )r   r    r   r!   r    rc   re   rd   )	r-   r.   r1   r   r/   r   r,   r)   r0   r   r8   r8   r9   test_string_factorizeD  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 )Nrc   re   rd   r&   r   )r   r    rh   rh   r   r!   rh   r    r   )r-   r.   r^   r   r1   r   r/   r   r,   r)   r0   r   r8   r8   r9   test_object_factorizeN  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2020-01-01T00:00:00.000000000zdatetime64[ns])	r-   r.   
datetime64r   r/   r   r,   r)   r0   r   r8   r8   r9   test_datetime64_factorizeX  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   r    TrD   r   
RangeIndex
from_ranger   r-   ro   r/   r   r,   r)   r0   rP   )r2   r;   rir   r   r8   r8   r9   test_factorize_rangeindexe  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&   rh   r   r    r<   TrD   r   )r2   r;   r   r   ri2r   r8   r8   r9   $test_factorize_rangeindex_decreasings  s   $z2TestFactorize.test_factorize_rangeindex_decreasingc                 C   s   t jg dt jd}tjtdd tj|dd W d    n1 s#w   Y  t	d t| W d    d S 1 s>w   Y  d S )N)            r    r   r&   zgot an unexpected keywordr$   T)orderF)
r-   r.   r   r   r   r   r   r,   r)   r*   )r2   r   r8   r8   r9   test_deprecate_order  s   "z"TestFactorize.test_deprecate_orderr   r   u8r&   )r   r    r   i8)__nan__foor   r1   c                 C   sJ   t |\}}|ddg }tjg dtjd}t|| t|| d S )Nr   r    r   r&   )r   r,   r-   r.   r/   r)   r0   )r2   r   ra   r5   r7   rW   r8   r8   r9   ,test_parametrized_factorize_na_value_default  s
   
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuer[   r   )r    r   r    r!   r    )r   r    r   r   r   )r    r   r    r   )rc    rc   rd   rc   )r8   rc   r    r8   rc   r!   r8   )r   r8   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_valuer    ri   )rh   r   rh   r    r&   )r   factorize_arrayr-   r.   r/   r)   r0   )r2   r   r   ra   r5   r7   rW   r8   r8   r9   $test_parametrized_factorize_na_value  s
   z2TestFactorize.test_parametrized_factorize_na_valuezdata, uniques)rd   rc   Nrd   rd   r!   Int64numpy_arrayextension_array)r   c                 C   s   t j||dd\}}|rtjg dtjd}t |}ntjg dtjd}|}t|| t|tj	r<t|| d S t
|| d S )NT)r;   rZ   )r    r   rh   r    r&   )r   r    rh   r   )r   r,   r-   r.   r/   	safe_sortr)   r0   rF   ndarrayassert_extension_array_equal)r2   r;   r   r5   ra   rW   r7   r8   r8   r9   test_factorize_use_na_sentinel  s   z,TestFactorize.test_factorize_use_na_sentinel)rc   Nrd   rc   r   r    r!   r   r/   c                 C   s@   t jtj|tddd\}}tj||dd tj||dd d S )Nr&   FrY   T
strict_nan)r   r,   r-   r.   r1   r)   r0   r2   r   rW   r7   ra   r5   r8   r8   r9   +test_object_factorize_use_na_sentinel_false  s
   
z9TestFactorize.test_object_factorize_use_na_sentinel_false)r    Nr    r!   r   c                 C   sh   d}t jt|d tj|dd\}}W d    n1 sw   Y  t j||dd t j||dd d S )Nr#   r$   FrY   Tr   )r)   r*   r+   r   r,   r0   )r2   r   rW   r7   r3   ra   r5   r8   r8   r9   (test_int_factorize_use_na_sentinel_false  s   z6TestFactorize.test_int_factorize_use_na_sentinel_false)rc   rc   rd   )r   r   r    category)
categoriesr'   2017
US/Easterntzc                 C   s*   t |\}}t|| t|| d S )N)r   r,   r)   r0   rP   r   r8   r8   r9   test_factorize_mixed_values  s   z)TestFactorize.test_factorize_mixed_valuesc                 C   s   t dtjdg|}t dtjdg|}t||}| \}}|jd| dks-J td|}t|| || }| \}	}
|
jd| dksOJ t|	d	|	d	}| \}}|jd| d
kslJ d S )N
2016-01-01z
2015-10-11z
2016-01-02z
2015-10-15zinterval[datetime64[z	], right]r   zinterval[timedelta64[
US/Pacificz, US/Pacific], right])
r   r-   r^   as_unitr   from_arraysr,   r'   r   tz_localize)r2   unitleftrightidxra   catstsidx2codes2cats2idx3codes3cats3r8   r8   r9    test_factorize_interval_non_nano  s   z.TestFactorize.test_factorize_interval_non_nanoN)1__name__
__module____qualname__r:   r   markparametrizerX   rb   rs   rx   r~   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r-   r.   r   r1   r   r   r^   r   r'   r   r   r   r   r   r/   r   r   r   r   r  r8   r8   r8   r9   r   3   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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d0ejegd1d2 Zd3d4 Zd5d6 Z d7S )8
TestUniquec                 C   s6   t jdjdddd}t|}t|t jsJ d S )Nr!   r   d   2   size)r-   randomdefault_rngintegersr   rH   rF   r   r2   rr   r   r8   r8   r9   	test_ints0  s   
zTestUnique.test_intsc                 C   s<   t jdjddddd}t|}t|t jsJ d S )Nr!   r   r  r  r  r   )	r-   r  r  r  rJ   r   rH   rF   r   r  r8   r8   r9   test_objects6  s   
zTestUnique.test_objectsc                 C   s2   t jg dtd}tdD ]	}tt| qd S )N)rt   ru   CDEr&     )r-   r.   r1   r   r   r   rH   )r2   lstr   r8   r8   r9   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 )Nrg   r!   )r   r   r-   ro   repeattiler_   r;   r   rH   r)   assert_almost_equal)r2   mindexr   r   r8   r8   r9   test_on_index_objectA  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)r    r!   r!   r    r!   r\   r]   r   TTFTF)rt   ru   ru   rt   ru   r&   )mr   )r)   BYTES_DTYPESSTRING_DTYPESr   r   r   r   r   r	   r   rH   r-   r.   rJ   r1   r'   kindrF   r   r   r0   )r2   any_numpy_dtyper   r5   r   r   r8   r8   r9   test_dtype_preservationO  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+  )
r-   r.   r   r   rH   r)   r0   r'   r   r_   )r2   r   dt_indexr   srr   r8   r8   r9   $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2000r1  2001zdatetime64[s]r&   r1  r2  r-   r.   r   rH   r)   r0   r2   rc   r   r   r8   r8   r9   test_datetime_non_ns     
zTestUnique.test_datetime_non_nsc                 C   r/  )Nr0  ztimedelta64[s]r&   i  i  r3  r4  r8   r8   r9   test_timedelta_non_ns  r6  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&   )r8  r9  r8  r:  r9  )
r-   r.   r   r   rH   r)   r0   r'   r   r_   )r2   r   td_indexr   r-  rr   r8   r8   r9   %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)r    r!   r   r   r&   )r    r!   r   )r   r-   r   r.   r)   r0   r   rH   )r2   r-  rq   r8   r8   r9   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 )Nrc   re   r&   )r-   r^   r   rH   r.   r1   r)   r0   )r2   duplicated_itemsr   r   r8   r8   r9   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rD  r   namer   )
r   rN   rH   r)   assert_categorical_equalr   r   r   r   rP   )r2   r   
expected_ore   r   r-  cir8   r8   r9   test_categorical  s.   



zTestUnique.test_categoricalc                 C   s   t tdddtdddg|}t|}| }|d d j}t|| | }|d d }t|| t	|}|d d j}t|| t	|}|d d }t|| d S )N20160101r   r   r    )
r   r   r   r   rH   _datar)   r   rP   r   )r2   r   dtir`   r   r   r8   r8   r9   test_datetime64tz_aware  s(   



z"TestUnique.test_datetime64tz_awarec                 C   s   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 d}tjt|d	 t t	d
}W d    n1 sKw   Y  tjg dt
d}t|| t ttt	d
}tt	d}t|| d S )N)r!   r    ri   ri   )r!   r    ri   r   r&   r!   r    rg   z5unique with argument that is not not a Series, Index,r$   aabcrf   rB  )r   rH   r   r)   r0   r-   r.   r*   r+   rN   r1   r   rJ  )r2   r   r3   r   r8   r8   r9   test_order_of_appearance  s   z#TestUnique.test_order_of_appearancec                 C   sN   t tdtdgj|}t|}tjdgd| dd}t	|| d S )NrN  z2016-01-01T00:00:00.000000000zM8[]r&   )
r   r   dtr   r   rH   r-   r.   r)   r0   )r2   r   r`   r   r   r8   r8   r9   test_order_of_appearance_dt64  s   
z(TestUnique.test_order_of_appearance_dt64c                 C   sT   t tdddtdddg|}t|}t dgd| dd d}t|| d S )NrN  r   r   z2016-01-01 00:00:00zdatetime64[z, US/Eastern])r'   r   )r   r   r   r   rH   r)   rP   )r2   r   rP  r   r   r8   r8   r9   test_order_of_appearance_dt64tz  s   


z*TestUnique.test_order_of_appearance_dt64tzzarg ,expected)1rX  2rX  rY  r&   )r   r   c                 C   L   d}t jt|d t|}W d    n1 sw   Y  t || d S N-unique with argument that is not not a Seriesr$   r)   r*   r+   r   rH   r0   )r2   argr   r3   r   r8   r8   r9   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   )r-   r.   r1   r   rH   r)   r0   r2   rr   r   r   r8   r8   r9   test_obj_none_preservation6  s   
z%TestUnique.test_obj_none_preservationc                 C   s4   t ddg}t|}t dg}t|| d S )Ng       rn   r3  r4  r8   r8   r9   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packr-   r.   r   rH   r^   r)   r0   )r2   NAN1NAN2rc   r   r   r8   r8   r9   test_different_nansE  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         rf  rc  rd  r   r&   r    )rg  rh  ri  r-   r.   r   rH   r  )	r2   rm  bits_for_nan1bits_for_nan2rj  rk  rc   r   result_nan_bitsr8   r8   r9   test_first_nan_keptQ  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&   r!   r   r    )r-   r.   r1   r   rH   r  )r2   unique_nulls_fixtureunique_nulls_fixture2rc   r   r8   r8   r9   test_do_not_mangle_na_valuesb  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 )Nr    r!   ri   r&   )r   r   NArH   r.   r)   r   )r2   any_numeric_ea_dtyper`   r   r   r8   r8   r9   test_unique_maskedl  s   
zTestUnique.test_unique_maskedN)!r  r	  r
  r  r  r  r"  r)  r.  r5  r7  r=  r>  r@  rM  rQ  rS  rV  rW  r   r  r  r-   r.   r1   r_  ra  rb  rl  r   rq  rt  rw  r8   r8   r8   r9   r  /  s>    %)


r  c                 C   sB   | t jdddd}t|}tt|}||ksJ d S )Nr!   r   r      )r-   r  r  r  r   nunique_intsr   rH   )index_or_series_or_arrayr_   r   r   r8   r8   r9   test_nunique_intst  s   
r{  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
ejd	g ddd Z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d0d1 Zd2d3 Zd4d5 Z d6S )7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$   r    )r   r   r   r   isin)r2   r3   r8   r8   r9   test_invalid}  s   "zTestIsin.test_invalidc                 C   sB  d}t jt|d tddgdg}W d    n1 sw   Y  tddg}t || ttddgdg}tddg}t || ttddgdg}tddg}t || ttddgtdg}tddg}t || ttddgdh}tddg}t || t jt|d tddgdg}W d    n1 sw   Y  tddg}t || ttddgtdg}tddg}t || ttddgdh}tddg}t || t jt|d tddgdg}W d    n	1 sw   Y  tddg}t || d S )	N+isin with argument that is not not a Seriesr$   r    r!   TFrc   rd   )	r)   r*   r+   r   r}  r-   r.   r0   r   )r2   r3   r   r   r8   r8   r9   rs     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 )	Nry   ri   periodsr   TFFr!   r#  r   )
r   r_   r   r}  r-   r.   r)   r0   r   r   r`  r8   r8   r9   test_i8  s(   zTestIsin.test_i8dtype1)r;  r   M8[ns, UTC]z	period[D]r'   )r   f8r   c                 C   s`   t dddj}t|dj|}|d|}t||}tj	|j
td}t|| d S )N
2013-01-01ri   r  r   r&   )r   _valuesr   viewr.   rJ   r   r}  r-   zerosshaperL   r)   r0   )r2   r'   r  dtarr   compsr   r   r8   r8   r9   +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-  )r  r   r   r!   r&   Tr    )
r   r_   r   r}  r-   r  r   rL   r)   r0   r2   r-  r   r   r8   r8   r9   
test_large  s   zTestIsin.test_largec                 C   s\   t dddj}t|dj|}t|d< t|tg}tjg dt	d}t
|| d S )Nr  ri   r  r   r   r  r&   )r   r  r   r  r.   r   r   r}  r-   rL   r)   r0   )r2   r'   r  rr   r   r   r8   r8   r9   test_isin_datetimelike_all_nat  s   z'TestIsin.test_isin_datetimelike_all_nat)r;  r   r  c           	      C   s   t dddj}t|dj|}dd |D }d}tjt|d t	||}W d    n1 s3w   Y  |
 s>J tj|td	}tjt|d t	||}W d    n1 s]w   Y  |
 shJ d S )
Nr  ri   r  r   c                 S   r   r8   )str)r>   rw   r8   r8   r9   rB     r   zFTestIsin.test_isin_datetimelike_strings_deprecated.<locals>.<listcomp>z2The behavior of 'isin' with dtype=.* is deprecatedr$   r&   )r   r  r   r  r.   r)   r*   r+   r   r}  allr-   r  )	r2   r'   r  rr   valsr3   resvals2res2r8   r8   r9   )test_isin_datetimelike_strings_deprecated  s   z2TestIsin.test_isin_datetimelike_strings_deprecatedc                 C   sP   t dddd}t|}t|d< t|jtg}tjg dtd}t	
|| d S )Nr   ri   UTCr  r   r   r  r&   )r   r   r   r   r}  r  r-   r.   rL   r)   r0   )r2   rP  r`   r  rq   r8   r8   r9   test_isin_dt64tz_with_nat  s   z"TestIsin.test_isin_dt64tz_with_natc                 C   sv   t g d}g d}ttdg||}ttdgt ddg|}t g d}t||}t|| d S Nr   rf   r    r   )TTFT)	r-   r.   r   r   
from_codesr   r}  r)   r0   )r2   r  r   SdStr   r   r8   r8   r9   test_categorical_from_codes
  s    z$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 r  )r-   r.   r   r  r   r}  r)   r0   )r2   r  r   catotherr   r   r8   r8   r9   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$   )	r-   r^   r.   r)   r*   r+   r   r}  r0   r2   r  r_   r   r3   r   r8   r8   r9   test_same_nan_is_in  s   zTestIsin.test_same_nan_is_inc                 C   sP   t dd}t j|d< t|t t jdg}t jt|td}t	
|| d S Nr\   iAB r   r    r&   )r-   r  r^   r   r}  r.   onesr   rL   r)   r0   r  r8   r8   r9   test_same_nan_is_in_large,  s
   
z"TestIsin.test_same_nan_is_in_largec                 C   sZ   t dd}t|}t j|d< |t t jdg}tt jt|td}t	
|| d S r  )r-   r  r   r^   r}  r.   r  r   rL   r)   assert_series_equal)r2   r-  seriesr   r   r8   r8   r9    test_same_nan_is_in_large_series4  s   
z)TestIsin.test_same_nan_is_in_large_seriesc                 C   s   G dd d}| | }}d}t jt|d) t t|g|gtdg t t|g|gtdg W d    d S 1 sCw   Y  d S )Nc                   @   s"   e Zd ZdefddZdd ZdS )z0TestIsin.test_same_object_is_in.<locals>.LikeNanreturnc                 S      dS )NFr8   )r2   r  r8   r8   r9   __eq__D     z7TestIsin.test_same_object_is_in.<locals>.LikeNan.__eq__c                 S   r  )Nr   r8   )r2   r8   r8   r9   __hash__G  r  z9TestIsin.test_same_object_is_in.<locals>.LikeNan.__hash__N)r  r	  r
  rL   r  r  r8   r8   r8   r9   LikeNanC  s    r  r  r$   TF)r)   r*   r+   r0   r   r}  r-   r.   )r2   r  rc   rd   r3   r8   r8   r9   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 )Nr^   r   Tr&   )
floatr   r}  r-   r.   r)   r0   rO   r1   r   )r2   r  r_   r   r8   r8   r9   rl  S  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*   42Fz2isin with argument that is not not a Series, Indexr$   )r-   r.   r)   r*   r+   r   r}  r0   r  r8   r8   r9   test_no_castk  s   zTestIsin.test_no_castemptyr&   c                 C   s6   t ddg}tddg}t||}t|| d S )Nrc   rd   F)r   r-   r.   r   r}  r)   r0   )r2   r  r  r   r   r8   r8   r9   
test_emptyv  s   zTestIsin.test_emptyc                 C   s\   t jdt jd tdgtd}t jtdgtd}t g d}t||}t|| d S )Nr^                 ?r&   )FFT)	r-   r.   r^   r  r1   r   r}  r)   r0   )r2   r  r  r   r   r8   r8   r9   test_different_nan_objects  s
   z#TestIsin.test_different_nan_objectsc                 C   s   t dt ddd }t dt ddd }||ksJ ||ks$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 )Nrc  rd  re  r   rf  r&   T)
rg  rh  ri  r-   r.   r   r   r}  r)   r0   )r2   rj  rk  rr   lookup1r   r   lookup2r8   r8   r9   test_different_nans_as_float64  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 1r_   r    r!   rX  FN)r   r}  r)   assert_frame_equalr2   dfr   expected_falser8   r8   r9   test_isin_int_df_string_search  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 NaNr_   r!   NaNr&   FN)r   r-   r^   r}  r.   r1   r)   r  r  r8   r8   r9   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 1.4245r_   gn?g#Ed@z1.4245r&   FN)r   r}  r-   r.   r1   r)   r  r  r8   r8   r9    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   r-   r   r}  r)   r  r2   r`   r   r   r8   r8   r9   test_isin_unsigned_dtype  s   z!TestIsin.test_isin_unsigned_dtypeN)!r  r	  r
  r~  rs   r  r   r  r  r  r  r  r  r  r  r  r  r  r  r  rl  r  r   r1   r-   r.   r  r  r  r  r  r  r  r8   r8   r8   r9   r|  |  s:    )




	
r|  c                   @   s   e Zd Zdd Zdd Zdd Zdd Zej	d	e
d
g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  rj   !pandas.value_counts is deprecatedr$   )gV-g}?5^Ig/$ۿgףp=
?gʡE?TrF  )r    r   r!   r    countr=   rH  )r-   r  r  standard_normalr   r)   r*   r+   r   value_countsr   from_breaksrJ   r
   r   r  
sort_index)r2   rr   factorr3   r   breaksr=   r   r8   r8   r9   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)r    r!   ri   rj   r  r$   r    binsrj   )Zd;?rl   r  r  r!   F)r  r;   )r        @)r  rl   )	r)   r*   r+   r   r  r   r   rG   r  )r2   r-  r3   r   r   r8   r8   r9   test_value_counts_bins  s$   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 )Nr  r$   r    r\   r  )r    r\   rX  r!   z*bins argument only works with numeric datarX  r&   )r)   r*   r+   r   r  r-   r.   r   r   r   r   r   r1   )r2   msg2r   r3   r8   r8   r9   test_value_counts_dtypes  s*   "z(TestValueCounts.test_value_counts_dtypesc              	   C   sP  t tdtgdd}tddg}d}||fD ]5}tjt|d t	|}tj	|dd	}W d    n1 s7w   Y  t
|d
ksDJ t
|dksLJ qt tdd
idd}tjt|d t	|}W d    n1 snw   Y  t|| t tdd
idd}	tjt|d t	|}
W d    n1 sw   Y  t|
|	 d S )Nr:  timedelta64[ns]r&   r   z
2014-01-01r  r$   Fdropnar    r!   z2014-01-01 00:00:00r  rG  )r   r-   timedelta64r   r   r)   r*   r+   r   r  r   r   r  )r2   tdrU  r3   r`   vc
vc_with_naexp_dt	result_dtexp_td	result_tdr8   r8   r9   test_value_counts_nat  s(   
z%TestValueCounts.test_value_counts_natr'   zM8[us]c              
   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|d}| }ttdddtdddtdddg|d}t g d|dd}t|| d S )	Ni  r    i  ip  r&   ri   r!   r    r  r  )r   r   r  r   r)   r  )r2   r'   r`   r  	exp_indexrq   r8   r8   r9   &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  rf   r  r  Tcheck_index_type)
r   r   rN   r  r   r)   r  r  
as_orderedr=   r  r8   r8   r9   rM    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
aaaaabbbccr    )rj   ri   r!   rf   rI  r  r  Tr  Fr  )rj   ri   r!   r    rc   rd   re   )rd   rc   re   )rD  r   rC  )
r   r   rN   r-   r^   ilocr  r   r)   r  r  r8   r8   r9   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abcdTrC  )ri   r!   r    r   )rd   rc   re   rc  r  r  r  )r   r   rN   r  r)   r  r  r8   r8   r9   test_categorical_zeroesY  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  r!   r    Fr  r  ri   rg   r&   )rg   ri   r!   )TFN)皙$@rk   rk   rk   r  )r  rk   rk   N)r  r  rk   rk   rk   Nr  )rk   r  N)r)   r  r   r  r   r1   )r2   r   r   r8   r8   r9   test_value_counts_dropnaf  s>   ((z(TestValueCounts.test_value_counts_dropnar   c                 C   s   t dgd dgd  tjgd  }||}|jddd}t g dt tjd	d
g|ddd}t|| |jddd}t ddgt d	d
g|ddd}t|| d S )Nr    r!   ri   rg   TF)	normalizer  )g      ?g333333?g?r]   r\   r&   
proportionr  g333333?g?)r   r-   r^   rJ   r  r)   r  )r2   r'   r-  s_typedr   r   r8   r8   r9   test_value_counts_normalized  s   $
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&   r    r  r  r  r$   rh   )r-   r.   r   r   r)   r*   r+   r   r  r  r1   )r2   rr   r   r3   r   r8   r8   r9   test_value_counts_uint64  s   z(TestValueCounts.test_value_counts_uint64c                 C   sX   t dddddt jg}t|jdd}tg dtjg ddd	d
d}t|| d S )Nri   r    r!   rj   r  )r!   r!   r    ))r  r]   )r]   rm   )rm   rl   zinterval[float64, right]r&   r  r  )	r-   r.   r^   r   r  r   rG   r)   r  )r2   r_   r   r   r8   r8   r9   test_value_counts_series  s   z(TestValueCounts.test_value_counts_seriesN)r  r	  r
  r  r  r  r  r   r  r  r1   r  rM  r  r  r  r-   r   r  r  r  r8   r8   r8   r9   r    s    
+&
r  c                   @   s$  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   r    r!   r&   )FFFTFTfirstkeeplast)TFTFFFF)TFTTFT   rj   T)r-   r.   r^   r1   r   
duplicatedr)   r0   r  	enumeratezip)r2   keysr   r   r   tfalsestruesr8   r8   r9   test_duplicated_with_nas  s:   
(



z'TestDuplicated.test_duplicated_with_nascase)
r    r!   r    rg   ri   r!   rj   r    rg      g?g@gffffff
@g@gffffff@)
      ?      ?       @       @r        @      @y      @      @r  y      @      @r  r  y      @      @)
rc   rd   rc   ere   rd   rc  rc   r  fr&   )
r    r   r       r   r   '   r    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&   )	r-   r.   r   r  r)   r0   r   r   r  )
r2   r  	exp_firstexp_last	exp_false	res_firstres_last	res_falser   r-  r8   r8   r9   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   r8   r   r>   rc  r8   r8   r9   rB   A  r   z6TestDuplicated.test_datetime_likes.<locals>.<listcomp>c                 S      g | ]}t |d dqS )r   r   r#  r$  r8   r8   r9   rB   B      c                 S   r%  )r  r   )r   r$  r8   r8   r9   rB   C  r&  c                 S   s   g | ]}t |qS r8   )r-   r   r$  r8   r8   r9   rB   D  rC   c                 S   r   r8   )r   r$  r8   r8   r9   rB   E  r   r  r  r  r  r  Fr   r&   )
r-   r.   r   r  r)   r0   r   r1   r   r  )r2   rU  r  casesr  r  r  r  r  r  r  r   r-  r8   r8   r9   test_datetime_likes&  sX   



z"TestDuplicated.test_datetime_likesr   r   ri   c                 C   s,   |j du sJ t| tg d d S )NT)FFF)	is_uniquer)   r0   r  r-   r.   )r2   r  r8   r8   r9   test_unique_indexx  s   z TestDuplicated.test_unique_indexzarr, uniques)r   r   r    r    r   r   r   r+  r,  r   )r   r+  r,  r   )rd   re   rc   rd   r.  r-  r-  r.  )r   rd   r!   rc   ri   r   )r   r/  r0  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$   )
r-   r  r   r1   r)   r*   r+   r   rH   r0   )r2   rr   r5   r   r3   r   r8   r8   r9   test_unique_tuples}  s   z!TestDuplicated.test_unique_tupleszarray,expected)r  r   r    r        ?       @r2  )r  y                r(   r  r2  c                 C   rZ  r[  r]  )r2   r.   r   r3   r   r8   r8   r9   test_unique_complex_numbers  s
   z*TestDuplicated.test_unique_complex_numbersN)r  r	  r
  r
  r   r  r  r-   r.   r^   r1   r   r  r(  r   r   r   r*  r1  r3  r8   r8   r8   r9   r    sN    ' 

( R



r  c                   @   s  e Zd Zejdejdd edD fej	dd edD fej
ejdejdfejejdejdfejejdejdfgdd Zejdejd	d edD fej	d
d edD fej
ejdejdfejejdejdfejejdejdfgdd ZdS )TestHashTablezhtable, datac                 C      g | ]}d | qS foo_r8   r   r8   r8   r9   rB     rC   zTestHashTable.<listcomp>r  c                 C   r5  r6  r8   r   r8   r8   r9   rB     rC   r&   c           
      C   s   t |}|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    ri   Tfracreplacedropr   r  r  )return_inverse)r   r   Float64HashTabler-   r^   locPyObjectHashTabler   samplereset_indexr_   r   drop_duplicatesrH   r)   r0   )
r2   htabler   r   r-  s_duplicatedexpected_uniqueresult_uniqueresult_inversereconstrr8   r8   r9   test_hashtable_unique  s    


z#TestHashTable.test_hashtable_uniquec                 C   r5  r6  r8   r   r8   r8   r9   rB     rC   c                 C   r5  r6  r8   r   r8   r8   r9   rB     rC   c                 C   s   t |}|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 )Nr8  r9  ri   Tr:  r=  r   )r   r   r@  r-   r^   rA  rB  r   rC  rD  r_   r   r   r,   r  rE  r)   r0   )r2   rF  r   r   r-  rG  na_maskrI  rJ  rH  result_reconstructexpected_reconstructr8   r8   r9   test_hashtable_factorize  s   



z&TestHashTable.test_hashtable_factorizeN)r  r	  r
  r   r  r  r   rB  r   StringHashTabler@  r-   ro   r   Int64HashTabler   UInt64HashTabler   rL  rP  r8   r8   r8   r9   r4    s*    


r4  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 )TestRankrr   rk   r    r!   ri   rl   c                 C   s`   t d}t|}t| }| }t|}tj||< |	|}tj
||< t|| d S )Nzscipy.stats)r   importorskipr-   r.   isfinitecopylibalgosrank_1drv   rankdatar^   r)   r   )r2   rr   sp_statsr   r   rq   r8   r8   r9   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 )Nr    r!   r&   r  r   )	r-   r.   r   r   r   r   rankr)   r0   )r2   r   r'   rq   r   r`   r   r8   r8   r9   rs     s   
zTestRank.test_basicc                 C   s:   t jddgt jd}tddg|d}tt|| d S )Nr    r!   r&   r   )r-   r.   r   r   r)   r0   r   r^  )r2   r'   rq   r-  r8   r8   r9   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   )rj   rg   r  )r  r  	   z%Array with ndim > 2 are not supportedr$   )r-   r.   r   r   r   r   r^  )r2   rr   r3   r8   r8   r9   test_too_many_ndims  s
   "zTestRank.test_too_many_ndimsc                 C   s\   t d}tj|dd }|dksJ t ddd}tj|dd }|dks,J d S )Ni  T)pctr    i  r!   )r-   ro   r   r^  maxreshape)r2   r_   r   r8   r8   r9   test_pct_max_many_rows$  s   
zTestRank.test_pct_max_many_rowsN)r  r	  r
  r   r  r  r-   r^   r\  	typecodesrs   r   r   r>  r`  
single_cpurd  r8   r8   r8   r9   rT    s    

	
rT  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   r-   r   r   intr)   r0   r   moder.   r_   r2   rq   r8   r8   r9   test_no_mode1  s   zTestMode.test_no_moderU  r]  Floatc                 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 )Nr    r&   r   r)   r0   r   ri  r_   r  r2   rU  
exp_singledata_single	exp_multi
data_multir`   rq   r8   r8   r9   test_mode_single5  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 )Nr    r&   rf   )r   rh  r)   r0   r   ri  r_   r1   rj  r8   r8   r9   test_mode_obj_intH  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 )Nr    rg   r!   ri   r&   rm  rn  r8   r8   r9   test_number_modeO  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 )Nrd   rc   r!   ri   re   r&   rm  )r2   rq   r   r`   r8   r8   r9   test_strobj_modea  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   r!   ri   r&   rm  )r2   rU  rq   r   r`   r8   r8   r9   test_strobj_multi_charj  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{  rz  r   r{  )r   r{  rz  r   r{  r   r)   r   r   ri  r_   r  r  r2   rq   r`   r8   r8   r9   test_datelike_modet     zTestMode.test_datelike_modec                 C   ry  )N)-1 days0 daysr!  r  r&   )r!  r  r  2 minr   r   r   z-1 dayz-1 day 2 minr  r  r|  r}  r8   r8   r9   test_timedelta_mode  r  zTestMode.test_timedelta_modec                 C   sD   t dgtd}t g d}tt|j|j t| | d S )Nr   r&   )r    r   r   )r   r1   r)   r0   r   ri  r_   r  r}  r8   r8   r9   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&   )r    r   r   r    )	r   r-   r   r)   r0   r   ri  r_   r  r}  r8   r8   r9   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 )	Nr    r!   r    rc   rc   rc   rI  r    r    r!   ri   ri   ri   r   )r   r   ri  r  r)   rJ  )r2   re   rq   r  r8   r8   r9   rM    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  rc   r  r    ri   r  r  TimedeltaIndexr$   )r   r   r-   r   r)   r0   r   ri  r_   r1   r   r   AttributeError)r2   r   rq   r8   r8   r9   
test_index  s    "zTestMode.test_indexc                 C   s6   t g ddd}| }t dgdd}t|| d S )N)r    r    ri   r   rG  r    )r   ri  r)   r  r  r8   r8   r9   test_ser_mode_with_name  s   z TestMode.test_ser_mode_with_nameN)r  r	  r
  rk  r   r  r  r-   re  rs  rt  ru  rv  r  r1   rx  r~  r  r  r>  rM  r  r  r8   r8   r8   r9   rg  0  s"    

	
	rg  c                   @   sH   e Zd Zejdddgdd Zdd Zejddd	gd
d ZdS )TestDiffr'   r   r;  c                 C   s   t dt j|dd}|jdd|d d df< tj	|ddd	}t j
|jd
dd }t dd|d d df< t dd|dd d f< t|| tj	|jddd	}t||j d S )N   ri   rj   r   nsr!   r    r   axisr  r&   )r-   ro   rJ   r   r  rc  r'   typer   diffr  r  r  r)   r0   Tr2   r'   rr   r   r   r8   r8   r9   test_diff_datetimelike_nat  s    z#TestDiff.test_diff_datetimelike_natc                 C   sX   t ddddj}d}tjt|d tj|ddd W d    d S 1 s%w   Y  d S )	Nr   ri   r   r  z#cannot diff DatetimeArray on axis=1r$   r    r  )r   rO  r   r   
ValueErrorr   r  )r2   r  r3   r8   r8   r9   test_diff_ea_axis  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   r    r    r   r   r&   r    r   rh   rK   )r-   r.   r   r  r^   r)   r0   r  r8   r8   r9   test_diff_low_precision_int  s   z$TestDiff.test_diff_low_precision_intN)	r  r	  r
  r   r  r  r  r  r  r8   r8   r8   r9   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)ri   r    ri   rj   )r!   ri   r    r    )ri   ri   r    r    rj   r!   )rF   r-   r   r   union_with_duplicatesr)   r0   r   )r  lvalsrvalsr   r   r8   r8   r9   test_union_with_duplicates  s   r  )@r   rg  numpyr-   r   pandas._libsr   rX  r   r   pandas.core.dtypes.commonr   r   r   r   r	   pandas.core.dtypes.dtypesr
   pandasr   r   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  r{  r|  r  r  r4  rT  rg  r  r  r  r.   r  r8   r8   r8   r9   <module>   sH    P     G  C   kP9  