o
    vh3                    @   s  d dl m Z  d dlZd dlZd dlZd dlm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/m0Z0 d dl1m,  m2Z3 G d	d
 d
Z4G dd dZ5dd Z6G dd dZ7G dd dZ8G dd dZ9G dd dZ:G dd dZ;G dd dZ<G dd dZ=ej>?dej@ej@gdd ZAdS )     )datetimeN)using_string_dtype)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                   @   sx  e Zd Zdd Zejje ddd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$fgd%d& Zd'd( Zd)d* Zd+d, Zd-d. Zd/d0 Zd1d2 Zd3d4 Zd5d6 Zejdddgd7d8 Zejdddgd9d: Zd;d< Zejd=ej g d>d?d@ej g dAdBd@ej g dCdDd@gdEdF Z!ejdGej g dHd?d@dIfej g dJd?d@dKfej g dLdBd@dMfej g dNdBd@dKfej g dOe"d@dPfej g dQe"d@dRfej g dSe"d@dTfgdUdV Z#ejdddgejjdWej g dXe"d@ej dYdPge"d@fe$j dZdKej%dZgd[d@e$j dZdKgd[d@fgd\d]gd^d_d` Z&ejdg daej g dbe'dcd@ej dPej%dYge"d@fdPej%dYdPgej g dbe'dcd@ej dPej%dYge"d@fgddde Z(ejdg dfej g dHe'dcd@ej dKej%dZgdgd@fdKej%dKdZgej g dHe'dcd@ej dKej%dZgej)d@fgdhdi Z*ejde+e,g djej g dkej-d@e.dPdYgdPdYgdldmfe/e,g djej g dkej-d@e.dPdYgdPdYgdldmfe/e0dndngdodpej dIdIgej-d@e0dngdodpfgdqdr Z1dsdt Z2duS )vTestFactorizec                 C   s   g d}d}t jt|d t|\}}W d    n1 sw   Y  tjg dtjd}t || tjg dt	d}t || d S )N)             @      ?0factorize with argument that is not not a Seriesmatch)r   r!   r"   dtype)      ?        y       @        r#   )
tmassert_produces_warningFutureWarningr   	factorizenparrayintpassert_numpy_array_equalobject)selfr/   msglabelsuniquesexpected_labelsexpected_uniques r9   U/var/www/html/hyperkenya/venv/lib/python3.10/site-packages/pandas/tests/test_algos.pytest_factorize_complex6   s   z$TestFactorize.test_factorize_complexzTODO(infer_string)F)reasonstrictsortTc           
         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 r9   )index).0valexpected_uniques_listr9   r:   
<listcomp>^       z0TestFactorize.test_factorize.<locals>.<listcomp>r'   Texact)r-   r   
isinstancer   from_tuplesuniquer(   r.   float16astypefloat32boolr2   sort_valueslistasarrayr0   r*   r1   assert_index_equal)
r3   index_or_series_objr>   objresult_codesresult_uniquesconstructorexpected_arrr8   expected_codesr9   rC   r:   test_factorizeD   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-   r0   r   r*   r1   rS   )r3   valuessercodesr6   rZ   r8   r9   r9   r:   +test_series_factorize_use_na_sentinel_falsed   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brg   rf   rf   crh   rh   r'   rf   rg   rh   Tr?   )r   r!   r!   r   r   r"   r"   r"      )r   r!   r"         )rm   rl   r"   r!   r         @)      @      @r`   r_           )rq   r_   r`   rp   ro   )
r.   r/   r2   r   r-   r*   r1   r0   aranger(   )r3   itemsrd   r6   exparrr9   r9   r:   
test_basicp   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   rk   r!   r"   rl   r'   Tr?   )r"   r"   rk   rl   r   r!   )r   r.   ra   infr   r-   r/   r0   r*   r1   r   rS   )r3   xrd   r6   rt   r9   r9   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   r!   r!   r   r'   Tr?   )r!   r!   r!   r   r   r!   )r   r   r   r-   r.   r/   r0   r*   r1   r   rS   r3   v1v2rz   rd   r6   rt   r9   r9   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 )	N201302Mfreq201303r}   r'   Tr?   )r   r   r   r-   r.   r/   r0   r*   r1   rS   r   r~   r9   r9   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   r!   r   r   r!   r!   r   r'   Tr?   )r!   r   r!   r!   r   r   r!   )
r   r   r   r-   r.   r/   r0   r*   r1   rS   r~   r9   r9   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 )Nr!   r"   Or'   )rk      )na_sentinelr   )r.   r/   ra   htObjectFactorizerlenr-   r0   setr*   r1   pdisna)r3   keyrizerr   idsexpectedr9   r9   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)r!   r"   rl   r!   r!   r   int64r'   )FFFFFT)mask)r   r!   r"   r   r   rk   r!   r"   rl   )r.   r/   r   Int64Factorizerr   r-   r0   r*   r1   r6   to_array)r3   datar   r   resultr   r8   r9   r9   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 )Nr!   r"   rl   )r   r!   r"   r   rk   r'   r   )r.   r/   ra   r   r   r   r-   rM   r2   r0   r*   r1   r6   r   )r3   r   r   r   r   r8   r9   r9   r:   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!   rl   )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-   r1   r.   r/   r0   comasarray_tuplesafer2   )r3   r   rZ   r8   r4   rd   r6   expected_uniques_arrayr9   r9   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 r9   )complexrA   ir9   r9   r:   rE         z6TestFactorize.test_complex_sorting.<locals>.<listcomp>   r'   z,'[<>]' not supported between instances of .*r%   rk   Tr?   )	r.   r/   ranger2   pytestraises	TypeErrorr   r-   )r3   x17r4   r9   r9   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)r!   r"   r"   r!   r'   )r   r!   r!   r   r!   r"   )r.   r/   r0   r   r-   r*   r1   )r3   any_real_numpy_dtyper(   r   rZ   r8   rd   r6   r9   r9   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)r_       חAr_   :0yE>r   r_   r'   write)r   r!   r   r"   r!   r   )r_   r   r   )	r.   r/   float64setflagsr0   r   r-   r*   r1   r3   writabler   rZ   r8   rd   r6   r9   r9   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)    r!   r   r'   r   r   r!   r   r   r!   )	r.   r/   uint64r   r0   r   r-   r*   r1   r   r9   r9   r:   test_uint64_factorize3  r   z#TestFactorize.test_uint64_factorizec                 C   r   )N)             r   r'   r   r   r   r   )	r.   r/   r   r   r0   r   r-   r*   r1   r   r9   r9   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)rf   rh   rf   rg   rh   r'   r   )r   r!   r   r"   r!   rf   rh   rg   )	r.   r/   r2   r   r0   r   r-   r*   r1   r   r9   r9   r:   test_string_factorizeG  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 )Nrf   rh   rg   r'   r   )r   r!   rk   rk   r   r"   rk   r!   r   )r.   r/   ra   r   r2   r   r0   r   r-   r*   r1   r   r9   r9   r:   test_object_factorizeQ  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   r0   r   r-   r*   r1   r   r9   r9   r:   test_datetime64_factorize[  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!   TrG   r   
RangeIndex
from_ranger   r.   rr   r0   r   r-   r*   r1   rS   )r3   r>   rir   r   r9   r9   r:   test_factorize_rangeindexh  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'   rk   r   r!   r?   TrG   r   )r3   r>   r   r   ri2r   r9   r9   r:   $test_factorize_rangeindex_decreasingv  s   $z2TestFactorize.test_factorize_rangeindex_decreasingc                 C   s   t jg dt jd}tjtdd tj|dd W d    n1 s#w   Y  t	d t| W d    d S 1 s>w   Y  d S )N)            r!   r   r'   zgot an unexpected keywordr%   T)orderF)
r.   r/   r   r   r   r   r   r-   r*   r+   )r3   r   r9   r9   r:   test_deprecate_order  s   "z"TestFactorize.test_deprecate_orderr   r   u8r'   )r   r!   r   i8)__nan__foor   r2   c                 C   sJ   t |\}}|ddg }tjg dtjd}t|| t|| d S )Nr   r!   r   r'   )r   r-   r.   r/   r0   r*   r1   )r3   r   rd   r6   r8   rZ   r9   r9   r:   ,test_parametrized_factorize_na_value_default  s
   
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuer^   r   )r!   r   r!   r"   r!   )r   r!   r   r   r   )r!   r   r!   r   )rf    rf   rg   rf   )r9   rf   r!   r9   rf   r"   r9   )r   r9   r   r   r   c                 C   sN   t j||d\}}|ddg }tjg dtjd}t|| t|| d S )N)na_valuer!   rl   )rk   r   rk   r!   r'   )r   factorize_arrayr.   r/   r0   r*   r1   )r3   r   r   rd   r6   r8   rZ   r9   r9   r:   $test_parametrized_factorize_na_value  s
   z2TestFactorize.test_parametrized_factorize_na_valuezdata, uniques)rg   rf   Nrg   rg   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>   r]   )r!   r   rk   r!   r'   )r   r!   rk   r   )r   r-   r.   r/   r0   	safe_sortr*   r1   rI   ndarrayassert_extension_array_equal)r3   r>   r   r6   rd   rZ   r8   r9   r9   r:   test_factorize_use_na_sentinel  s   z,TestFactorize.test_factorize_use_na_sentinel)rf   Nrg   rf   r   r!   r"   r   r0   c                 C   s@   t jtj|tddd\}}tj||dd tj||dd d S )Nr'   Fr\   T
strict_nan)r   r-   r.   r/   r2   r*   r1   r3   r   rZ   r8   rd   r6   r9   r9   r:   +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$   r%   Fr\   Tr   )r*   r+   r,   r   r-   r1   )r3   r   rZ   r8   r4   rd   r6   r9   r9   r:   (test_int_factorize_use_na_sentinel_false  s   z6TestFactorize.test_int_factorize_use_na_sentinel_false)rf   rf   rg   )r   r   r!   category)
categoriesr(   2017
US/Easterntzc                 C   s*   t |\}}t|| t|| d S )N)r   r-   r*   r1   rS   r   r9   r9   r:   test_factorize_mixed_values  s   z)TestFactorize.test_factorize_mixed_valuesc                 C   s   t dtjdg|}t dtjdg|}t||}| \}}|jd| dks-J td|}t|| || }| \}	}
|
jd| dksOJ t|	d	|	d	}| \}}|jd| d
kslJ d S )N
2016-01-01z
2015-10-11z
2016-01-02z
2015-10-15zinterval[datetime64[z	], right]r   zinterval[timedelta64[
US/Pacificz, US/Pacific], right])
r   r.   ra   as_unitr   from_arraysr-   r(   r   tz_localize)r3   unitleftrightidxrd   catstsidx2codes2cats2idx3codes3cats3r9   r9   r:    test_factorize_interval_non_nano  s   z.TestFactorize.test_factorize_interval_non_nanoN)3__name__
__module____qualname__r;   r   markxfailr   parametrizer[   re   rv   r{   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r.   r/   r   r2   r   r   ra   r   r(   r   r   r   r   r   r0   r   r   r   r   r
  r9   r9   r9   r:   r    5   s    '








	







r    c                	   @   s  e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd Zdd Zdd Zdd Zdd Zdd  Zejd!d"ejd#d$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   rK   rI   r   r3   ru   r   r9   r9   r:   	test_ints3  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  rM   r   rK   rI   r   r  r9   r9   r:   test_objects9  s   
zTestUnique.test_objectsc                 C   s2   t jg dtd}tdD ]	}tt| qd S )N)rw   rx   CDEr'     )r.   r/   r2   r   r   r   rK   )r3   lstr   r9   r9   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 )Nrj   r"   )r   r   r.   rr   repeattilerb   r>   r   rK   r*   assert_almost_equal)r3   mindexr   r   r9   r9   r:   test_on_index_objectD  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)rw   rx   rx   rw   rx   r'   )mr   )r*   BYTES_DTYPESSTRING_DTYPESr	   r   r   r   r   r
   r   rK   r.   r/   rM   r2   r(   kindrI   r   r   r1   )r3   any_numpy_dtyper   r6   r   r   r9   r9   r:   test_dtype_preservationR  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   rK   r*   r1   r(   r   rb   )r3   r   dt_indexr   sru   r9   r9   r:   $test_datetime64_dtype_array_returnedw  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2000r5  2001zdatetime64[s]r'   r5  r6  r.   r/   r   rK   r*   r1   r3   rf   r   r   r9   r9   r:   test_datetime_non_ns     
zTestUnique.test_datetime_non_nsc                 C   r3  )Nr4  ztimedelta64[s]r'   i  i  r7  r8  r9   r9   r:   test_timedelta_non_ns  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=  )
r.   r/   r   r   rK   r*   r1   r(   r   rb   )r3   r   td_indexr   r1  ru   r9   r9   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)r!   r"   r   r   r'   )r!   r"   r   )r   r.   r   r/   r*   r1   r   rK   )r3   r1  rt   r9   r9   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 )Nrf   rh   r'   )r.   ra   r   rK   r/   r2   r*   r1   )r3   duplicated_itemsr   r   r9   r9   r:   test_nan_in_object_array  s   z#TestUnique.test_nan_in_object_arrayc                 C   s  t td}t tdtddd}t td}| }t|| t|}t|| t tddd}| }t|| t|}t|| tt tddd}| }t|| t|}t|| tt tdtdd	}t|}| }t	|| t|}t	|| d S )
NbacabcTr   orderedbaabcrH  r   namer   )
r   rQ   rK   r*   assert_categorical_equalr   r   r   r   rS   )r3   r   
expected_orh   r   r1  cir9   r9   r:   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   rK   _datar*   r   rS   r   )r3   r   dtirc   r   r   r9   r9   r:   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!   rl   rl   )r"   r!   rl   r   r'   r"   r!   rj   z5unique with argument that is not not a Series, Index,r%   aabcri   rF  )r   rK   r   r*   r1   r.   r/   r+   r,   rQ   r2   r   rN  )r3   r   r4   r   r9   r9   r:   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 )NrR  z2016-01-01T00:00:00.000000000zM8[]r'   )
r   r   dtr   r   rK   r.   r/   r*   r1   )r3   r   rc   r   r   r9   r9   r:   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 )NrR  r   r   z2016-01-01 00:00:00zdatetime64[z, US/Eastern])r(   r   )r   r   r   r   rK   r*   rS   )r3   r   rT  r   r   r9   r9   r:   test_order_of_appearance_dt64tz  s   


z*TestUnique.test_order_of_appearance_dt64tzz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,   r   rK   r1   )r3   argr   r4   r   r9   r9   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   )r.   r/   r2   r   rK   r*   r1   r3   ru   r   r   r9   r9   r:   test_obj_none_preservation9  s   
z%TestUnique.test_obj_none_preservationc                 C   s4   t ddg}t|}t dg}t|| d S )Ng       rq   r7  r8  r9   r9   r:   test_signed_zeroA  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   rK   ra   r*   r1   )r3   NAN1NAN2rf   r   r   r9   r9   r:   test_different_nansH  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         rj  rg  rh  r   r'   r!   )rk  rl  rm  r.   r/   r   rK   r  )	r3   rq  bits_for_nan1bits_for_nan2rn  ro  rf   r   result_nan_bitsr9   r9   r:   test_first_nan_keptT  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/   r2   r   rK   r  )r3   unique_nulls_fixtureunique_nulls_fixture2rf   r   r9   r9   r:   test_do_not_mangle_na_valuese  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"   rl   r'   )r   r   NArK   r/   r*   r   )r3   any_numeric_ea_dtyperc   r   r   r9   r9   r:   test_unique_maskedo  s   
zTestUnique.test_unique_maskedN)!r  r  r  r  r  r!  r&  r-  r2  r9  r;  rA  rB  rD  rQ  rU  rW  rZ  r[  r   r  r  r.   r/   r2   rc  re  rf  rp  r   ru  rx  r{  r9   r9   r9   r:   r  2  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   rK   )index_or_series_or_arrayrb   r   r   r9   r9   r:   test_nunique_intsw  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)r3   r4   r9   r9   r:   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"   TFrf   rg   )	r*   r+   r,   r   r  r.   r/   r1   r   )r3   r4   r   r   r9   r9   r:   rv     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 )	Nr|   rl   periodsr   TFFr"   r'  r   )
r   rb   r   r  r.   r/   r*   r1   r   r   rd  r9   r9   r:   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
2013-01-01rl   r  r   r'   )r   _valuesr   viewr/   rM   r   r  r.   zerosshaperO   r*   r1   )r3   r(   r  dtaru   compsr   r   r9   r9   r:   +test_isin_datetimelike_values_numeric_comps  s   z4TestIsin.test_isin_datetimelike_values_numeric_compsc                 C   sV   t ddddj}t||dd }tjt|td}d|d< d|d	< t	|| d S )
N20000101i r1  )r  r   r   r"   r'   Tr!   )
r   rb   r   r  r.   r  r   rO   r*   r1   r3   r1  r   r   r9   r9   r:   
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  rl   r  r   r   r  r'   )r   r  r   r  r/   r   r   r  r.   rO   r*   r1   )r3   r(   r  ru   r   r   r9   r9   r:   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  rl   r  r   c                 S   r   r9   )str)rA   rz   r9   r9   r:   rE     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  )	r3   r(   r  ru   valsr4   resvals2res2r9   r9   r:   )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   rl   UTCr  r   r   r  r'   )r   r   r   r   r  r  r.   r/   rO   r*   r1   )r3   rT  rc   r  rt   r9   r9   r:   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   ri   r!   r   )TTFT)	r.   r/   r   r   
from_codesr   r  r*   r1   )r3   r  r  SdStr   r   r9   r9   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 r  )r.   r/   r   r  r   r  r*   r1   )r3   r  r  catotherr   r   r9   r9   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%   )	r.   ra   r/   r*   r+   r,   r   r  r1   r3   r  rb   r   r4   r   r9   r9   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 Nr_   iAB r   r!   r'   )r.   r#  ra   r   r  r/   onesr   rO   r*   r1   r  r9   r9   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 r  )r.   r#  r   ra   r  r/   r  r   rO   r*   assert_series_equal)r3   r1  seriesr   r   r9   r9   r:    test_same_nan_is_in_large_series7  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 )NFr9   )r3   r  r9   r9   r:   __eq__G     z7TestIsin.test_same_object_is_in.<locals>.LikeNan.__eq__c                 S   r  )Nr   r9   )r3   r9   r9   r:   __hash__J  r  z9TestIsin.test_same_object_is_in.<locals>.LikeNan.__hash__N)r  r  r  rO   r  r  r9   r9   r9   r:   LikeNanF  s    r  r  r%   TF)r*   r+   r,   r1   r   r  r.   r/   )r3   r  rf   rg   r4   r9   r9   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 )Nra   r   Tr'   )
floatr   r  r.   r/   r*   r1   rR   r2   r   )r3   r  rb   r   r9   r9   r:   rp  V  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  r1   r  r9   r9   r:   test_no_castn  s   zTestIsin.test_no_castemptyr'   c                 C   s6   t ddg}tddg}t||}t|| d S )Nrf   rg   F)r   r.   r/   r   r  r*   r1   )r3   r  r  r   r   r9   r9   r:   
test_emptyy  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 )Nra                 ?r'   )FFT)	r.   r/   ra   r  r2   r   r  r*   r1   )r3   r  r  r   r   r9   r9   r:   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 )Nrg  rh  ri  r   rj  r'   T)
rk  rl  rm  r.   r/   r   r   r  r*   r1   )r3   rn  ro  ru   lookup1r   r   lookup2r9   r9   r:   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 1rb   r!   r"   r\  FN)r   r  r*   assert_frame_equalr3   dfr   expected_falser9   r9   r:   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 NaNrb   r"   NaNr'   FN)r   r.   ra   r  r/   r2   r*   r  r  r9   r9   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 1.4245rb   gn?g#Ed@z1.4245r'   FN)r   r  r.   r/   r2   r*   r  r  r9   r9   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   r.   r   r  r*   r  r3   rc   r   r   r9   r9   r:   test_isin_unsigned_dtype  s   z!TestIsin.test_isin_unsigned_dtypeN)!r  r  r  r  rv   r  r   r  r  r  r  r  r  r  r  r  r  r  r  r  rp  r  r   r2   r.   r/   r  r  r  r  r  r  r  r9   r9   r9   r:   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  rm   !pandas.value_counts is deprecatedr%   )gV-g}?5^Ig/$ۿgףp=
?gʡE?TrJ  )r!   r   r"   r!   countr@   rL  )r.   r  r  standard_normalr   r*   r+   r,   r   value_countsr   from_breaksrM   r   r   r  
sort_index)r3   ru   factorr4   r   breaksr@   r   r9   r9   r:   test_value_counts  s   
z!TestValueCounts.test_value_countsc                 C   s   g d}d}t jt|d tj|dd}W d    n1 sw   Y  tdgtdgdd	}t || t jt|d tj|d
dd}W d    n1 sPw   Y  td
d
gtddgdd	}t || d S )N)r!   r"   rl   rm   r  r%   r!   binsrm   )Zd;?ro   r  r  r"   F)r  r>   )r        @)r  ro   )	r*   r+   r,   r   r  r   r   rJ   r  )r3   r1  r4   r   r   r9   r9   r:   test_value_counts_bins  s$   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 )Nr  r%   r!   r_   r  )r!   r_   r\  r"   z*bins argument only works with numeric datar\  r'   )r*   r+   r,   r   r  r.   r/   r   r   r   r   r   r2   )r3   msg2r   r4   r9   r9   r:   test_value_counts_dtypes  s*   "z(TestValueCounts.test_value_counts_dtypesc              	   C   sR  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 d
gtdg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  rK  r  )r   r.   timedelta64r   r   r*   r+   r,   r   r  r   r   r  )r3   tdrY  r4   rc   vc
vc_with_naexp_dt	result_dtexp_td	result_tdr9   r9   r:   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'   rl   r"   r!   r  r  )r   r   r  r   r*   r  )r3   r(   rc   r  	exp_indexrt   r9   r9   r:   &test_value_counts_datetime_outofbounds  s"   





 z6TestValueCounts.test_value_counts_datetime_outofboundsc                 C   st   t ttd}| }t g dtg ddd}tj||dd |j }| }|j	 |_	tj||dd d S )Naaabbcr  ri   r  r  Tcheck_index_type)
r   r   rQ   r  r   r*   r  r  
as_orderedr@   r  r9   r9   r:   rQ  "  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!   )rm   rl   r"   ri   rM  r  r  Tr  Fr  )rm   rl   r"   r!   rf   rg   rh   )rg   rf   rh   )rH  r   rG  )
r   r   rQ   r.   ra   ilocr  r   r*   r  r  r9   r9   r:   test_categorical_nans1  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abcdTrG  )rl   r"   r!   r   )rg   rf   rh   rg  r  r  r  )r   r   rQ   r  r*   r  r  r9   r9   r:   test_categorical_zeroes\  s   z'TestValueCounts.test_categorical_zeroesc              	   C   s  t tg djddtddgddgdd t tg djddtddgddgdd t tdgd	 dgd  d gd
  jddtd	dgtddgtddd t tdgd
 dgd	  d gd  jddtg d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  rl   rj   r'   )rj   rl   r"   )TFN)皙$@rn   rn   rn   r  )r  rn   rn   N)r  r  rn   rn   rn   Nr  )rn   r  N)r*   r  r   r  r   r2   )r3   r   r   r9   r9   r:   test_value_counts_dropnai  s>   ((z(TestValueCounts.test_value_counts_dropnar   c                 C   s   t dgd dgd  tjgd  }||}|jddd}t g dt tjd	d
g|ddd}t|| |jddd}t ddgt d	d
g|ddd}t|| d S )Nr!   r"   rl   rj   TF)	normalizer  )g      ?g333333?g?r`   r_   r'   
proportionr  g333333?g?)r   r.   ra   rM   r  r*   r  )r3   r(   r1  s_typedr   r   r9   r9   r:   test_value_counts_normalized  s   $
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%   rk   )r.   r/   r   r   r*   r+   r,   r   r  r  r2   )r3   ru   r   r4   r   r9   r9   r:   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 )Nrl   r!   r"   rm   r  )r"   r"   r!   ))r  r`   )r`   rp   )rp   ro   zinterval[float64, right]r'   r  r  )	r.   r/   ra   r   r  r   rJ   r*   r  )r3   rb   r   r   r9   r9   r:   test_value_counts_series  s   z(TestValueCounts.test_value_counts_seriesN)r  r  r  r  r  r  r  r   r  r  r2   r  rQ  r  r  r  r.   r   r  r  r   r9   r9   r9   r:   r    s    
+&
r  c                   @   s$  e Zd Zdd Zejdeg dedddej	ddddej	d	g
eg d
ejg de
dejg dejdgdd Zdd Zejdeg deddgdd Zejdg dg dfg dddgfg dg dfgdd  Zejd!g d"ejg d#e
dfgd$d% Zd&S )'TestDuplicatedc                 C   s  t jddt jddt jgtd}t|}t g d}t|| tj|dd}t g d}t|| tj|dd}t g d	}t|| tj|d
d}t g d}t|| t jdtd}t	t
ddt jt jgd dt jdt jgd D ]\}}|||< q{t|}d
gd }dgd }t || }t|| tj|dd}t || }t|| tj|d
d}t || }t|| d S )Nr   r!   r"   r'   )FFFTFTfirstkeeplast)TFTFFFF)TFTTFT   rm   T)r.   r/   ra   r2   r   
duplicatedr*   r1   r  	enumeratezip)r3   keysr   r   r   tfalsestruesr9   r9   r:   test_duplicated_with_nas  s:   
(



z'TestDuplicated.test_duplicated_with_nascase)
r!   r"   r!   rj   rl   r"   rm   r!   rj      g?g@gffffff
@g@gffffff@)
      ?      ?       @       @r        @      @y      @      @r  y      @      @r  r  y      @      @)
rf   rg   rf   erh   rg   rg  rf   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*   r1   r   r   r  )
r3   r  	exp_firstexp_last	exp_false	res_firstres_last	res_falser  r1  r9   r9   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   r9   r   rA   rg  r9   r9   r:   rE   D  r   z6TestDuplicated.test_datetime_likes.<locals>.<listcomp>c                 S      g | ]}t |d dqS )r   r   r'  r(  r9   r9   r:   rE   E      c                 S   r)  )r  r   )r   r(  r9   r9   r:   rE   F  r*  c                 S   s   g | ]}t |qS r9   )r.   r   r(  r9   r9   r:   rE   G  rF   c                 S   r   r9   )r   r(  r9   r9   r:   rE   H  r   r  r  r  r  r  Fr   r'   )
r.   r/   r   r  r*   r1   r   r2   r   r  )r3   rY  r  casesr  r  r  r  r  r  r   r  r1  r9   r9   r:   test_datetime_likes)  sX   



z"TestDuplicated.test_datetime_likesr   r   rl   c                 C   s,   |j du sJ t| tg d d S )NT)FFF)	is_uniquer*   r1   r  r.   r/   )r3   r  r9   r9   r:   test_unique_index{  s   z TestDuplicated.test_unique_indexzarr, uniques)r   r   r!   r!   r   r   r   r/  r0  r   )r   r/  r0  r   )rg   rh   rf   rg   r2  r1  r1  r2  )r   rg   r"   rf   rl   r   )r   r3  r4  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   r2   r*   r+   r,   r   rK   r1   )r3   ru   r6   r   r4   r   r9   r9   r:   test_unique_tuples  s   z!TestDuplicated.test_unique_tupleszarray,expected)r  r   r!   r        ?       @r6  )r  y                r)   r  r6  c                 C   r^  r_  ra  )r3   r/   r   r4   r   r9   r9   r:   test_unique_complex_numbers  s
   z*TestDuplicated.test_unique_complex_numbersN)r  r  r  r  r   r  r  r.   r/   ra   r2   r   r!  r,  r   r   r   r.  r5  r7  r9   r9   r9   r:   r    sN    ' 

( R



r  c                   @   s0  e Zd Zejdejej	dd e
dD edfejej	dd e
dD e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ej	d	d e
dD edfejej	d
d e
dD e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_r9   r   r9   r9   r:   rE     rF   zTestHashTable.<listcomp>r  r'   c                 C   r9  r:  r9   r   r9   r9   r:   rE     rF   c           
      C   s   t ||j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 )Nr'       rl   Tfracreplacedropr   r  r  )return_inverse)r   r(   r   Float64HashTabler.   ra   locPyObjectHashTabler   samplereset_indexrb   r   drop_duplicatesrK   r*   r1   )
r3   htabler   r   r1  s_duplicatedexpected_uniqueresult_uniqueresult_inversereconstrr9   r9   r:   test_hashtable_unique  s    


z#TestHashTable.test_hashtable_uniquec                 C   r9  r:  r9   r   r9   r9   r:   rE     rF   c                 C   r9  r:  r9   r   r9   r9   r:   rE     rF   c                 C   s   t ||j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=  rl   Tr>  rA  r   )r   r(   r   rD  r.   ra   rE  rF  r   rG  rH  rb   r   r   r-   r  rI  r*   r1   )r3   rJ  r   r   r1  rK  na_maskrM  rN  rL  result_reconstructexpected_reconstructr9   r9   r:   test_hashtable_factorize  s   



z&TestHashTable.test_hashtable_factorizeN)r  r  r  r   r  r  r   rF  r.   r/   r   r2   StringHashTablerD  rr   r   Int64HashTabler   UInt64HashTabler   rP  rT  r9   r9   r9   r:   r8    s:    
r8  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 )TestRankru   rn   r!   r"   rl   ro   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_1dry   rankdatara   r*   r$  )r3   ru   sp_statsr   r   rt   r9   r9   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 )Nr!   r"   r'   r  r   )	r.   r/   r   r   r   r   rankr*   r1   )r3   r   r(   rt   r   rc   r   r9   r9   r:   rv     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*   r1   r   rb  )r3   r(   rt   r1  r9   r9   r:   rB  %  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   )rm   rj   r  )r  r  	   z%Array with ndim > 2 are not supportedr%   )r.   r/   r   r   r   r   rb  )r3   ru   r4   r9   r9   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)pctr!   i  r"   )r.   rr   r   rb  maxreshape)r3   rb   r   r9   r9   r:   test_pct_max_many_rows3  s   
zTestRank.test_pct_max_many_rowsN)r  r  r  r   r  r  r.   ra   r`  	typecodesrv   r   r   rB  rd  
single_cpurh  r9   r9   r9   r:   rX    s    

	
rX  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*   r1   r   moder/   rb   r3   rt   r9   r9   r:   test_no_mode@  s   zTestMode.test_no_moderY  ra  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*   r1   r   rm  rb   r  r3   rY  
exp_singledata_single	exp_multi
data_multirc   rt   r9   r9   r:   test_mode_singleD  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'   ri   )r   rl  r*   r1   r   rm  rb   r2   rn  r9   r9   r:   test_mode_obj_intW  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!   rj   r"   rl   r'   rq  rr  r9   r9   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 )Nrg   rf   r"   rl   rh   r'   rq  )r3   rt   r   rc   r9   r9   r:   test_strobj_modep  s   zTestMode.test_strobj_modec                 C   s   dg}dgd dgd  }t ||d}t ||d}|r+|tu r+tt|j|j ntt|j|j t| | d S )Nbarr   r"   rl   r'   )	r   r  r*   r   r   rm  rb   r1   r  )r3   rY  using_infer_stringrt   r   rc   r9   r9   r:   test_strobj_multi_chary  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   rm  rb   r  r  r3   rt   rc   r9   r9   r:   test_datelike_mode     zTestMode.test_datelike_modec                 C   r~  )N)-1 days0 daysr%  r  r'   )r%  r  r  2 minr   r   r   z-1 dayz-1 day 2 minr  r  r  r  r9   r9   r:   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   r2   r*   r1   r   rm  rb   r  r  r9   r9   r:   test_mixed_dtype  s   zTestMode.test_mixed_dtypec                 C   s   t dgtjd}t g dtjd}tt|j|j t| | t ddgtjd}t ddgtjd}tt|j|j t| | d S )Nr   r'   )r!   r   r   r!   )	r   r.   r   r*   r1   r   rm  rb   r  r  r9   r9   r:   rB    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!   rf   rf   rf   rM  r!   r!   r"   rl   rl   rl   r   )r   r   rm  r  r*   rN  )r3   rh   rt   r  r9   r9   r:   rQ    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  rf   r  r!   rl   r  r  TimedeltaIndexr%   )r   r   r.   r   r*   r1   r   rm  rb   r2   r   r   AttributeError)r3   r  rt   r9   r9   r:   
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!   rl   r   rK  r!   )r   rm  r*   r  r  r9   r9   r:   test_ser_mode_with_name  s   z TestMode.test_ser_mode_with_nameN)r  r  r  ro  r   r  r  r.   ri  rw  rx  ry  rz  r  r2   r}  r  r  r  rB  rQ  r  r  r9   r9   r9   r:   rk  ?  s"    

	
rk  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   rl   rm   r   nsr"   r!   r   axisr  r'   )r.   rr   rM   r   r  rg  r(   typer   diffr  r  r  r*   r1   Tr3   r(   ru   r   r   r9   r9   r:   test_diff_datetimelike_nat  s    z#TestDiff.test_diff_datetimelike_natc                 C   sX   t ddddj}d}tjt|d tj|ddd W d    d S 1 s%w   Y  d S )	Nr   rl   r   r  z#cannot diff DatetimeArray on axis=1r%   r!   r  )r   rS  r   r   
ValueErrorr   r  )r3   r  r4   r9   r9   r:   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   rk   rN   )r.   r/   r   r  ra   r*   r1   r  r9   r9   r:   test_diff_low_precision_int  s   z$TestDiff.test_diff_low_precision_intN)	r  r  r  r   r  r  r  r  r  r9   r9   r9   r:   r    s    
r  opc                 C   sh   | g d}| g d}| g d}t |tjr&t||}t|| d S t||}t|| d S )N)rl   r!   rl   rm   )r"   rl   r!   r!   )rl   rl   r!   r!   rm   r"   )rI   r.   r   r   union_with_duplicatesr*   r1   r   )r  lvalsrvalsr   r   r9   r9   r:   test_union_with_duplicates   s   r  )Br   rk  numpyr.   r   pandas._configr   pandas._libsr   r\  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  r8  rX  rk  r  r  r  r/   r  r9   r9   r9   r:   <module>   sL    P      G  C   k\9 " 