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ÿþý
zTestFactorize.test_factorizec                 C   sp   t  dddt jg¡}t|ƒ}|jdd�\}}t jddddgt jd�}tddt jgƒ}t ||¡ t 	||¡ d S )	Né   é   F©Úuse_na_sentinelr   r)   ç      ð?ç       @)
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 zTestFactorize.test_basicc                 C   sÈ   t ddtjddtjgƒ}t |¡\}}tjddddddgtjd	�}t 	||¡ t
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|t||gƒ¡ d S )Nz20130101 09:00:00.00004Ú20130101r   rB   r)   Tr!   Z201302ÚM©ÚfreqZ201303z1 day 1 minú1 day)r   r   r   r-   r1   rH   r8   r9   r:   r   r;   r   r   r   )r<   Zv1Zv2r`   rL   rM   rZ   r"   r"   r'   Útest_datelike˜   sF    zTestFactorize.test_datelikec                 C   s˜   t jdddt jgdd�}t t|ƒ¡}dD ]h}|j||d�}t jddd|gt jd�}tt|ƒƒtt|ƒƒkspt	‚t
 t |¡||k¡ t
 ||¡ q*d S )NrB   rC   ÚOr)   )rS   é   )Úna_sentinelr   )r1   rH   rI   ÚhtÚObjectFactorizerÚlenr-   r8   ÚsetÚAssertionErrorr9   r:   ÚpdÚisna)r<   ÚkeyÚrizerrj   ÚidsÚexpectedr"   r"   r'   Útest_factorize_nanÈ   s    z TestFactorize.test_factorize_nanc                 C   sž   t jddddddgdd�}t  ddddddg¡}t t|ƒ¡}|j||d	�}t jdddddd
gt jd�}t ||¡ t jdddgdd�}t |j	 
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 ||¡ t jdddgtd�}t
 |j ¡ |¡ d S )NrB   rC   rT   r   rS   r)   )r1   rH   rI   rk   rl   rm   r-   r2   r5   r8   r9   r:   rM   ry   )r<   rz   rs   r{   ru   r?   r"   r"   r'   Útest_factorizer_object_with_nanà   s    z-TestFactorize.test_factorizer_object_with_nanz&data, expected_codes, expected_uniques©rB   rB   )rB   rC   ©r   r   Znonsenser   rB   rC   rT   )rB   rC   rT   c                 C   sD   t  |¡\}}t |tj|tjd�¡ tj|t	d�}t ||¡ d S ©Nr)   )
rp   r-   r9   r:   r1   rH   r8   ÚcomZasarray_tuplesafer5   )r<   rz   r@   r?   rL   rM   Zexpected_uniques_arrayr"   r"   r'   Útest_factorize_tuple_listê   s    z'TestFactorize.test_factorize_tuple_listc              	   C   sV   t jdd„ tdƒD ƒtd�}d}tjt|d�� tj|d d d… dd	� W 5 Q R X d S )
Nc                 S   s   g | ]}t |ƒ‘qS r"   )Úcomplex)r$   Úir"   r"   r'   r(     s     z6TestFactorize.test_complex_sorting.<locals>.<listcomp>é   r)   z,'[<>]' not supported between instances of .*©ÚmatchrS   Tr!   )	r1   rH   Úranger5   ÚpytestÚraisesÚ	TypeErrorr   r-   )r<   Zx17Úmsgr"   r"   r'   Útest_complex_sorting  s    z"TestFactorize.test_complex_sortingc                 C   sn   |}t jddddg|d�}t jddddgt jd�}t jddg|d�}t |¡\}}t ||¡ t ||¡ d S )NrB   rC   r)   r   )r1   rH   r8   r   r-   r9   r:   )r<   Zany_real_numpy_dtyper*   rz   r@   r?   rL   rM   r"   r"   r'   Útest_numeric_dtype_factorize  s    z*TestFactorize.test_numeric_dtype_factorizec                 C   s„   t jddddddgt jd�}|j|d� t jddddddgt jd�}t jdddgt jd�}t |¡\}}t ||¡ t ||¡ d S )	NrF   g    „×—Ag:Œ0âŽyE>r)   ©Úwriter   rB   rC   )	r1   rH   Úfloat64Úsetflagsr8   r   r-   r9   r:   ©r<   Úwritablerz   r@   r?   rL   rM   r"   r"   r'   Útest_float64_factorize  s    z$TestFactorize.test_float64_factorizec                 C   sv   t jdddgt jd�}|j|d� t jdddgt jd�}t jddgt jd�}t |¡\}}t ||¡ t ||¡ d S )Nl   ÿÿÿÿ rB   r)   r�   r   )	r1   rH   Úuint64r’   r8   r   r-   r9   r:   r“   r"   r"   r'   Útest_uint64_factorize   s    z#TestFactorize.test_uint64_factorizec                 C   sv   t jdddgt jd�}|j|d� t jdddgt jd�}t jddgt jd�}t |¡\}}t ||¡ t ||¡ d S )Nl   ÿÿÿÿ ìûÿÿÿ         r)   r�   r   rB   )	r1   rH   rw   r’   r8   r   r-   r9   r:   r“   r"   r"   r'   Útest_int64_factorize*  s    z"TestFactorize.test_int64_factorizec                 C   s|   t jdddddgtd�}|j|d� t jdddddgt jd�}t jdddgtd�}t |¡\}}t ||¡ t ||¡ d S )	NrO   rQ   rP   r)   r�   r   rB   rC   )	r1   rH   r5   r’   r8   r   r-   r9   r:   r“   r"   r"   r'   Útest_string_factorize4  s    z#TestFactorize.test_string_factorizec              	   C   sŠ   t jddd t jddtdgtd�}|j|d� t jdddddd	ddgt jd�}t jdddgtd�}t |¡\}}t	 
||¡ t	 
||¡ d S )
NrO   rQ   rP   r)   r�   r   rB   rS   rC   )r1   rH   rI   r   r5   r’   r8   r   r-   r9   r:   r“   r"   r"   r'   Útest_object_factorize>  s      z#TestFactorize.test_object_factorizec                 C   sn   t jt  d¡gdd�}|j|d� t jdgt jd�}t jdgdd�}t |¡\}}t ||¡ t ||¡ d S )Nz2020-01-01T00:00:00.000úM8[ns]r)   r�   r   z2020-01-01T00:00:00.000000000údatetime64[ns])	r1   rH   Ú
datetime64r’   r8   rp   r-   r9   r:   r“   r"   r"   r'   Útest_datetime64_factorizeH  s     ÿz'TestFactorize.test_datetime64_factorizec                 C   sš   t j tdƒ¡}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 )Né
   r)   r!   r   rB   Tr+   ©rp   Ú
RangeIndexZ
from_rangerˆ   r1   rY   r8   r   r-   r9   r:   r;   )r<   r    Úriru   r{   r"   r"   r'   Útest_factorize_rangeindexU  s    z'TestFactorize.test_factorize_rangeindexc                 C   sÜ   t j tdƒ¡}tjdtjd�|f}|d d d… }|d |f}|rf|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)   rS   r   rB   r!   Tr+   r¡   )r<   r    r£   ru   Zri2r{   r"   r"   r'   Ú$test_factorize_rangeindex_decreasingc  s    $z2TestFactorize.test_factorize_rangeindex_decreasingc              	   C   sb   t jdddgt jd�}tjtdd�� tj|dd� W 5 Q R X t 	d¡� t |¡ W 5 Q R X d S )	Nì            rB   r)   zgot an unexpected keywordr†   T)ÚorderF)
r1   rH   r–   r‰   rŠ   r‹   r   r-   r9   Zassert_produces_warning)r<   rz   r"   r"   r'   Útest_deprecate_orderv  s
    z"TestFactorize.test_deprecate_orderrz   Úu8r)   r˜   Úi8Z__nan__Úfoor5   c                 C   sL   t  |¡\}}|ddg }tjdddgtjd�}t ||¡ t ||¡ d S )Nr   rB   r)   )r   r-   r1   rH   r8   r9   r:   )r<   rz   rL   rM   r?   r@   r"   r"   r'   Ú,test_parametrized_factorize_na_value_default  s
    
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuerO   Ú rP   r"   ©rO   rB   )rO   rC   c                 C   sR   t j||d�\}}|ddg }tjddddgtjd�}t ||¡ t ||¡ d S )N)Úna_valuerB   rT   rS   r   r)   )r   Zfactorize_arrayr1   rH   r8   r9   r:   )r<   rz   r¯   rL   rM   r?   r@   r"   r"   r'   Ú$test_parametrized_factorize_na_value�  s
    z2TestFactorize.test_parametrized_factorize_na_valuezdata, uniquesNZInt64Znumpy_arrayZextension_array)rt   c                 C   sŽ   t j||dd�\}}|r<tjddddgtjd�}t  |¡}ntjddddgtjd�}|}t ||¡ t|tj	ƒr~t ||¡ nt 
||¡ d S )NT)r    rE   rB   r   rS   r)   )r   r-   r1   rH   r8   Z	safe_sortr9   r:   r.   ÚndarrayÚassert_extension_array_equal)r<   r    rz   rM   rL   r@   r?   r"   r"   r'   Útest_factorize_use_na_sentinel¢  s    z,TestFactorize.test_factorize_use_na_sentinelr8   c                 C   s6   t j|dd�\}}tj||dd� tj||dd� d S ©NFrD   T©Z
strict_nan©r   r-   r9   r:   ©r<   rz   r@   r?   rL   rM   r"   r"   r'   Ú+test_object_factorize_use_na_sentinel_false¿  s    z9TestFactorize.test_object_factorize_use_na_sentinel_falserh   c                 C   s6   t j|dd�\}}tj||dd� tj||dd� d S r´   r¶   r·   r"   r"   r'   Ú(test_int_factorize_use_na_sentinel_falseÖ  s    z6TestFactorize.test_int_factorize_use_na_sentinel_falseÚcategory)Ú
categoriesr*   Z2017ú
US/Eastern©Útzc                 C   s*   t  |¡\}}t ||¡ t ||¡ d S ©N)r   r-   r9   r:   r;   r·   r"   r"   r'   Útest_factorize_mixed_valuesí  s    z)TestFactorize.test_factorize_mixed_values)-Ú__name__Ú
__module__Ú__qualname__r‰   ÚmarkÚparametrizerA   rN   r\   ra   rg   rv   r|   r}   r‚   r�   rŽ   r•   r—   r™   rš   r›   rŸ   r¤   r¥   r¨   r1   rH   r¬   r5   r°   rp   rI   r³   r*   r¸   r‘   r¹   r   r   r8   r   r   r   rÀ   r"   r"   r"   r'   r   4   sà   
(0

ý
ýõþ
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	ýþ
ùþ
þþû
ô
ýýúþ

ýýúþ
ýýýõþr   c                	   @   sü   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zej ddejdd ged!�fd"ejd#ged!�fg¡d$d%„ ƒZd&d'„ Zd(d)„ Zd*d+„ Zej d,ejeg¡d-d.„ ƒZd/d0„ Zd1d2„ Zd3S )4Ú
TestUniquec                 C   s0   t jjdddd�}t |¡}t|t jƒs,t‚d S )Nr   éd   é2   ©Úsize)r1   ÚrandomÚrandintr   r0   r.   r±   ro   ©r<   r[   r{   r"   r"   r'   Ú	test_ints	  s    
zTestUnique.test_intsc                 C   s6   t jjdddd� d¡}t |¡}t|t jƒs2t‚d S )Nr   rÇ   rÈ   rÉ   rh   )	r1   rË   rÌ   r2   r   r0   r.   r±   ro   rÍ   r"   r"   r'   Útest_objects  s    
zTestUnique.test_objectsc                 C   s.   dddddg}t dƒD ]}tt |¡ƒ qd S )Nr]   r^   ÚCÚDÚEéè  )rˆ   rm   r   r0   )r<   Úlstr„   r"   r"   r'   Ú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 )NrR   rC   )r   Zfrom_arraysr1   rY   ÚrepeatÚtilerJ   r    rp   r0   r9   Úassert_almost_equal)r<   Zmindexru   r{   r"   r"   r'   Útest_on_index_object  s     ÿ

zTestUnique.test_on_index_objectc                 C   sP  |t jt j kr$dddg}ddg}n¼t|ƒr@dddg}ddg}n t|ƒr\dddg}ddg}n„t|ƒr–tddƒtddƒtddƒg}tddƒtddƒg}nJt|ƒr²dddg}ddg}n.t|ƒrÎdd	d	g}dd	g}ndddg}ddg}t	||d
� 
¡ }tj||d
�}|t jk�r| t¡}|jjdk�r@t|ttfƒ�s6t‚t |¡}t  ||¡ d S )NrB   rC   rF   rG   r   TFr]   r^   r)   )Úmrc   )r9   ZBYTES_DTYPESZSTRING_DTYPESr	   r   r   rƒ   r   r
   r   r0   r1   rH   r2   r5   r*   Úkindr.   r   r   ro   r:   )r<   Zany_numpy_dtyperz   rM   r{   ru   r"   r"   r'   Útest_dtype_preservation(  s8    












z"TestUnique.test_dtype_preservationc                 C   s¤   t jddgdd�}tdddgƒ}t |¡}t ||¡ |j|jksFt‚t	|ƒ}t |¡}t ||¡ |j|jkstt‚|j
}t |¡}t ||¡ |j|jks t‚d S )Nz2015-01-03T00:00:00.000000000z2015-01-01T00:00:00.000000000rœ   r)   )r1   rH   r   r   r0   r9   r:   r*   ro   r   rJ   )r<   ru   Zdt_indexr{   Úsr[   r"   r"   r'   Ú$test_datetime64_dtype_array_returnedM  s.    þûýÿ


z/TestUnique.test_datetime64_dtype_array_returnedc                 C   s@   t jdddgdd�}t |¡}t jddgdd�}t ||¡ d S )NÚ2000Ú2001zdatetime64[s]r)   ©r1   rH   rp   r0   r9   r:   ©r<   rO   r{   ru   r"   r"   r'   Útest_datetime_non_nsl  s    
zTestUnique.test_datetime_non_nsc                 C   s@   t jdddgdd�}t |¡}t jddgdd�}t ||¡ d S )Nrß   rà   ztimedelta64[s]r)   iÐ  iÑ  rá   râ   r"   r"   r'   Útest_timedelta_non_nsr  s    
z TestUnique.test_timedelta_non_nsc                 C   sª   t jdddgdd�}tdddddgƒ}t |¡}t ||¡ |j|jksLt‚t	|ƒ}t |¡}t ||¡ |j|jkszt‚|j
}t |¡}t ||¡ |j|jks¦t‚d S )Niày  in²  é'  úm8[ns]r)   )r1   rH   r   r   r0   r9   r:   r*   ro   r   rJ   )r<   ru   Ztd_indexr{   rÝ   r[   r"   r"   r'   Ú%test_timedelta64_dtype_array_returnedx  s    


z0TestUnique.test_timedelta64_dtype_array_returnedc                 C   sB   t ddddgtjd�}tjdddgtjd�}t t |¡|¡ d S )NrB   rC   r¦   r)   )r   r1   r–   rH   r9   r:   r   r0   )r<   rÝ   rZ   r"   r"   r'   Útest_uint64_overflow‹  s    zTestUnique.test_uint64_overflowc                 C   s>   dt jddg}t |¡}t jdt jdgtd�}t ||¡ d S )NrO   rQ   r)   )r1   rI   rp   r0   rH   r5   r9   r:   )r<   Zduplicated_itemsr{   ru   r"   r"   r'   Útest_nan_in_object_array�  s    
z#TestUnique.test_nan_in_object_arrayc                 C   s  t tdƒƒ}t tdƒtdƒdd�}t tdƒƒ}| ¡ }t ||¡ t |¡}t ||¡ t tdƒdd�}| ¡ }t ||¡ t |¡}t ||¡ tt tdƒƒdd�}| ¡ }t ||¡ t |¡}t ||¡ tt tdƒtdƒd	�ƒ}t|ƒ}| ¡ }t 	||¡ t |¡}t 	||¡ d S )
NZbacÚabcT©r»   ÚorderedZbaabc©rì   r«   ©Úname©r»   )
r   r6   r0   r9   Úassert_categorical_equalr   r   rp   r   r;   )r<   ru   Z
expected_orQ   r{   rÝ   Úcir"   r"   r'   Útest_categorical–  s.    



zTestUnique.test_categoricalc              	   C   s  t ttddd�tddd�gƒƒ ¡ }t t tddd�g¡¡}t 	||¡ ttddd�tddd�gƒ ¡ }t
dgdd d�}t ||¡ t t ttddd�tddd�gƒƒ¡}t t tddd�g¡¡}t 	||¡ t ttddd�tddd�gƒ¡}t
dgdd d�}t ||¡ d S )	NÚ20160101r¼   r½   z2016-01-01 00:00:00-0500ú2016-01-01 00:00:00údatetime64[ns, US/Eastern]©r*   re   ú
2016-01-01)r   r   r   r0   r   Z_from_sequencer1   rH   r9   r²   r   r;   rp   ©r<   r{   ru   r"   r"   r'   Útest_datetime64tz_aware¿  s`    

þÿÿÿ

þÿ  ÿ

þÿÿÿ
ÿ

þÿÿ  ÿz"TestUnique.test_datetime64tz_awarec                 C   s:  t  tddddgƒ¡}t |tjdddgdd�¡ t  tdgdgd  ƒ¡}t |tjddgdd�¡ t  ttdƒtdƒgƒ¡}tjdgd	d�}t ||¡ t  ttdd
d�tdd
d�gƒ¡}t	dgdd d�}t 
||¡ t  tdƒ¡}tjdddgtd�}t ||¡ t  tttdƒƒƒ¡}ttdƒƒ}t ||¡ d S )NrC   rB   rT   rw   r)   rR   rô   z2016-01-01T00:00:00.000000000r�   r¼   r½   rõ   rö   r÷   ZaabcrO   rP   rQ   rê   )rp   r0   r   r9   r:   r1   rH   r   r   r   r;   r6   r5   r   rñ   rù   r"   r"   r'   Útest_order_of_appearanceö  s4    

þÿÿ  ÿz#TestUnique.test_order_of_appearancezarg ,expected)Ú1rü   Ú2rü   rý   r)   )r«   r«   c                 C   s   t  |¡}t ||¡ d S r¿   ©rp   r0   r9   r:   )r<   Úargru   r{   r"   r"   r'   Ú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)   Trµ   )r1   rH   r5   rp   r0   r9   r:   ©r<   r[   r{   ru   r"   r"   r'   Útest_obj_none_preservation%  s    
z%TestUnique.test_obj_none_preservationc                 C   s4   t  ddg¡}t |¡}t  dg¡}t ||¡ d S )Ng       €rX   rá   râ   r"   r"   r'   Ú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<t‚||ksHt‚t ||g¡}t |¡}t tjg¡}t	 
||¡ d S )NÚdú=Qì         À r   ì        À )ÚstructÚunpackÚpackro   r1   rH   rp   r0   rI   r9   r:   )r<   ÚNAN1ÚNAN2rO   r{   ru   r"   r"   r'   Útest_different_nans4  s    
zTestUnique.test_different_nansÚel_typec           	      C   s¦   d}d}t  dt  d|¡¡d }t  dt  d|¡¡d }||ksDt‚||ksPt‚tj||g|d�}t |¡}|jdkszt‚t  dt  d|d ¡¡d }||ks¢t‚d S )Nl        À r  r  r  r   r)   rB   )	r  r	  r
  ro   r1   rH   rp   r0   rÊ   )	r<   r  Zbits_for_nan1Zbits_for_nan2r  r  rO   r{   Zresult_nan_bitsr"   r"   r'   Útest_first_nan_kept@  s    
zTestUnique.test_first_nan_keptc                 C   sZ   ||krd S t j||gtd�}t |¡}|jdks6t‚|d |ksFt‚|d |ksVt‚d S )Nr)   rC   r   rB   )r1   rH   r5   rp   r0   rÊ   ro   )r<   Zunique_nulls_fixtureZunique_nulls_fixture2rO   r{   r"   r"   r'   Útest_do_not_mangle_na_valuesQ  s    
z'TestUnique.test_do_not_mangle_na_valuesc                 C   sH   t dtjdgd |d�}t |¡}tjdtjdg|d�}t ||¡ d S )NrB   rC   rT   r)   )r   rp   ZNAr0   rH   r9   r²   )r<   Zany_numeric_ea_dtyperK   r{   ru   r"   r"   r'   Útest_unique_masked[  s    
zTestUnique.test_unique_maskedN)rÁ   rÂ   rÃ   rÎ   rÏ   rÕ   rÙ   rÜ   rÞ   rã   rä   rç   rè   ré   ró   rú   rû   r‰   rÄ   rÅ   r1   rH   r5   r   r  r  r  r‘   r  r  r  r"   r"   r"   r'   rÆ     s8   %)7#þþ


rÆ   c                 C   s<   | t j ddd¡ƒ}t |¡}tt |¡ƒ}||ks8t‚d S )Nr   ri   é   )r1   rË   rÌ   r   Znunique_intsrm   r0   ro   )Zindex_or_series_or_arrayrJ   r{   ru   r"   r"   r'   Útest_nunique_intsc  s    
r  c                   @   sö   e Zd Zdd„ Zdd„ Zdd„ Zej ddd	d
dg¡ej ddddg¡dd„ ƒƒ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'„ ƒZd(d)„ Zd*d+„ Zd,d-„ Zd.d/„ Zd0d1„ Zd2d3„ Zd4S )5ÚTestIsinc              	   C   s~   d}t jt|d�� t dd¡ W 5 Q R X t jt|d�� t ddg¡ W 5 Q R X t jt|d�� t dgd¡ W 5 Q R X d S )NzQonly list-like objects are allowed to be passed to isin\(\), you passed a \[int\]r†   rB   )r‰   rŠ   r‹   r   Úisin)r<   rŒ   r"   r"   r'   Útest_invalidl  s    ÿzTestIsin.test_invalidc                 C   s²  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ƒdg¡}t ddg¡}t ||¡ t  tddgƒtdgƒ¡}t ddg¡}t ||¡ t  tddgƒdh¡}t ddg¡}t ||¡ t  ddgdg¡}t ddg¡}t ||¡ t  tddgƒtdgƒ¡}t ddg¡}t ||¡ t  tddgƒdh¡}t ddg¡}t ||¡ t  ddgdg¡}t ddg¡}t ||¡ d S )NrB   rC   TFrO   rP   )r   r  r1   rH   r9   r:   r   rù   r"   r"   r'   r\   x  s6    zTestIsin.test_basicc                 C   sD  t ddd�j}t ||d g¡}t dddg¡}t ||¡ t ||dd… ¡}t dddg¡}t ||¡ t |t|dd… ƒ¡}t dddg¡}t ||¡ t	ddd�j}t ||d g¡}t dddg¡}t ||¡ t ||dd… ¡}t dddg¡}t ||¡ t |t|dd… ƒ¡}t dddg¡}t ||¡ d S )	Nrb   rT   ©Úperiodsr   TFrC   rf   )
r   rJ   r   r  r1   rH   r9   r:   rn   r   r  r"   r"   r'   Útest_i8�  s(    zTestIsin.test_i8Údtype1ræ   rœ   úM8[ns, UTC]ú	period[D]r*   rª   Zf8r©   c                 C   sˆ   t ddd�j}|dkr"| d¡}n*|dkr6| d¡}nt| d¡ƒ |¡j}| d¡ |¡}t ||¡}t	j
|jtd	�}t ||¡ d S )
Nz
2013-01-01rT   r  r  rÑ   r  ÚUTCrª   r)   )r   Ú_valuesZ	to_periodZtz_localizer   Úviewr2   r   r  r1   ÚzerosÚshaper4   r9   r:   )r<   r*   r  Údtar[   Úcompsr{   ru   r"   r"   r'   Ú+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|ƒtd�}d|d< d|d	< t 	||¡ d S )
NZ20000101i€„ rÝ   )r  re   r   rC   r)   TrB   )
r   rJ   r   r  r1   r   rm   r4   r9   r:   ©r<   rÝ   r{   ru   r"   r"   r'   Ú
test_largeÍ  s    zTestIsin.test_largec                 C   s€   t  ddddg¡}dddg}ttdgƒ ||¡ƒ}ttdgƒ t  ddg¡|¡ƒ}t  ddddg¡}t ||¡}t ||¡ d S ©	Nr   rB   rC   rO   rP   rQ   TF)	r1   rH   r   r   Ú
from_codesr   r  r9   r:   )r<   ÚvalsÚcatsZSdZStru   r{   r"   r"   r'   Útest_categorical_from_codesÕ  s    
 z$TestIsin.test_categorical_from_codesc                 C   sx   t  ddddg¡}dddg}tdgƒ ||¡}tdgƒ t  ddg¡|¡}t  ddddg¡}t ||¡}t ||¡ d S r'  )r1   rH   r   r(  r   r  r9   r:   )r<   r)  r*  ÚcatÚotherru   r{   r"   r"   r'   Útest_categorical_isinß  s    
zTestIsin.test_categorical_isinc                 C   s8   t jg}t jg}t  dg¡}t ||¡}t ||¡ d S )NT)r1   rI   rH   r   r  r9   r:   ©r<   r#  rJ   ru   r{   r"   r"   r'   Útest_same_nan_is_iné  s
    zTestIsin.test_same_nan_is_inc                 C   sJ   t  dd¡}t j|d< t |t jdg¡}t jt|ƒtd�}t 	||¡ d S ©NrF   iAB r   rB   r)   )
r1   r×   rI   r   r  Úonesrm   r4   r9   r:   r%  r"   r"   r'   Útest_same_nan_is_in_largeõ  s
    
z"TestIsin.test_same_nan_is_in_largec                 C   sT   t  dd¡}t|ƒ}t j|d< | t jdg¡}tt jt|ƒtd�ƒ}t 	||¡ d S r1  )
r1   r×   r   rI   r  r2  rm   r4   r9   Úassert_series_equal)r<   rÝ   Zseriesr{   ru   r"   r"   r'   Ú test_same_nan_is_in_large_seriesý  s    
z)TestIsin.test_same_nan_is_in_large_seriesc                 C   s`   G dd„ dƒ}|ƒ |ƒ  }}t  t |g|g¡t dg¡¡ t  t |g|g¡t dg¡¡ d S )Nc                   @   s"   e Zd Zedœdd„Zdd„ ZdS )z0TestIsin.test_same_object_is_in.<locals>.LikeNan)Úreturnc                 S   s   dS )NFr"   )r<   r-  r"   r"   r'   Ú__eq__  s    z7TestIsin.test_same_object_is_in.<locals>.LikeNan.__eq__c                 S   s   dS )Nr   r"   )r<   r"   r"   r'   Ú__hash__  s    z9TestIsin.test_same_object_is_in.<locals>.LikeNan.__hash__N)rÁ   rÂ   rÃ   r4   r7  r8  r"   r"   r"   r'   ÚLikeNan  s   r9  TF)r9   r:   r   r  r1   rH   )r<   r9  rO   rP   r"   r"   r'   Útest_same_object_is_in  s     zTestIsin.test_same_object_is_inc                 C   s¸   t dƒg}t dƒg}|d |d k	s(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 )NrI   r   Tr)   )Úfloatro   r   r  r9   r:   r1   rH   r7   r5   r‘   )r<   r#  rJ   r{   r"   r"   r'   r    s    

 ÿ ÿzTestIsin.test_different_nansc                 C   s8   ddg}dg}t  ddg¡}t ||¡}t ||¡ d S )NÚssé*   Z42F)r1   rH   r   r  r9   r:   r/  r"   r"   r'   Útest_no_cast1  s
    zTestIsin.test_no_castÚemptyr)   c                 C   s6   t ddgƒ}t ddg¡}t ||¡}t ||¡ d S )NrO   rP   F)r   r1   rH   r   r  r9   r:   )r<   r?  r)  ru   r{   r"   r"   r'   Ú
test_empty:  s    zTestIsin.test_emptyc                 C   s^   t jdt jd tdƒgtd�}t jtdƒgtd�}t  dddg¡}t ||¡}t ||¡ d S )NrI   ù              ð?r)   FT)	r1   rH   rI   r;  r5   r   r  r9   r:   )r<   r#  r)  ru   r{   r"   r"   r'   Útest_different_nan_objectsC  s
    z#TestIsin.test_different_nan_objectsc                 C   sÐ   t  dt  dd¡¡d }t  dt  dd¡¡d }||ks<t‚||ksHt‚tj||gtjd�}tj|gtjd�}t ||¡}t ddg¡}t	 
||¡ tj|gtjd�}t ||¡}t ddg¡}t	 
||¡ d S )Nr  r  r  r   r  r)   T)r  r	  r
  ro   r1   rH   r‘   r   r  r9   r:   )r<   r  r  r[   Zlookup1r{   ru   Zlookup2r"   r"   r'   Útest_different_nans_as_float64K  s    z'TestIsin.test_different_nans_as_float64c                 C   s<   t dddgiƒ}| dg¡}t dddgiƒ}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 1rJ   rB   rC   rü   FN©r   r  r9   Úassert_frame_equal©r<   Zdfr{   Zexpected_falser"   r"   r'   Útest_isin_int_df_string_searcha  s    z'TestIsin.test_isin_int_df_string_searchc                 C   s>   t dtjdgiƒ}| dg¡}t dddgiƒ}t ||¡ dS )z�Comparing df with nan value (np.nan,2) with a string at isin() ("NaN")
        -> should not match values because np.nan is not equal str NaNrJ   rC   ÚNaNFN)r   r1   rI   r  r9   rE  rF  r"   r"   r'   Útest_isin_nan_df_string_searchi  s    z'TestIsin.test_isin_nan_df_string_searchc                 C   s<   t dddgiƒ}| dg¡}t dddgiƒ}t ||¡ dS )zœComparing 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 1.4245rJ   g˜nƒÀÊö?gö#Ed˜@z1.4245FNrD  rF  r"   r"   r'   Ú test_isin_float_df_string_searchq  s    z)TestIsin.test_isin_float_df_string_searchc                 C   s4   t dgtjd�}| dg¡}t dƒ}t ||¡ d S )Nl   ª
G r)   l    
G F)r   r1   r–   r  r9   r4  ©r<   rK   r{   ru   r"   r"   r'   Útest_isin_unsigned_dtypey  s    z!TestIsin.test_isin_unsigned_dtypeN)rÁ   rÂ   rÃ   r  r\   r  r‰   rÄ   rÅ   r$  r&  r+  r.  r0  r3  r5  r:  r  r>  r   r5   r1   rH   r@  rB  rC  rG  rI  rJ  rL  r"   r"   r"   r'   r  k  s.   %

		
r  c                   @   sz   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Zdd„ Z	dd„ Z
dd„ Zej dejedf¡dd„ ƒZdd„ ZdS )ÚTestValueCountsc                 C   sŠ   t j d¡ ddlm} t j d¡}||dƒ}t |¡}ddddd	g}t 	|¡ 
td
d�¡}tddddg|dd�}t | ¡ | ¡ ¡ d S )NiÒ  r   )ÚcutrU   g´Èv¾Ÿó¿g…ëQ¸á¿g`åÐ"Ûù¾?gw¾Ÿ/Ýè?g!°rh‘íö?Trí   rB   Úcount©r#   rï   )r1   rË   ÚseedZpandas.core.reshape.tilerN  Zrandnr   Úvalue_countsr   Zfrom_breaksr2   ÚCDTr   r9   r4  Z
sort_index)r<   rN  r[   Úfactorr{   Zbreaksr#   ru   r"   r"   r'   Útest_value_counts‚  s    

z!TestValueCounts.test_value_countsc                 C   sz   ddddg}t j|dd�}tdgt dg¡dd�}t ||¡ t j|dd	d
�}tddgt ddg¡dd�}t ||¡ d S )NrB   rC   rT   rU   ©Úbins)ç¬Zd;ßï?rW   rO  rP  F)rW  r    )rX  ç      @)rY  rW   )r   rR  r   r   r/   r9   r4  r%  r"   r"   r'   Útest_value_counts_bins�  s     
 ÿýz&TestValueCounts.test_value_counts_binsc              	   C   s˜   t  ddg¡}t|ƒdkst‚t jddgdd�}t|ƒdks@t‚t  tdddgƒ¡}t|ƒdksdt‚d}tjt|d�� t jddgdd� W 5 Q R X d S )NrB   rF   rV  rü   rC   z*bins argument only works with numeric datar†   )r   rR  rm   ro   r   r‰   rŠ   r‹   )r<   r{   rŒ   r"   r"   r'   Útest_value_counts_dtypes   s    z(TestValueCounts.test_value_counts_dtypesc                 C   s’   t t d¡tgdd�}tddgƒ}||fD ]<}t |¡}tj|dd�}t|ƒdksVt‚t|ƒd	ks*t‚q*t t	d
ƒdidd�}t
 t |¡|¡ d S )Nrå   útimedelta64[ns]r)   r   z
2014-01-01F©ÚdropnarB   rC   z2014-01-01 00:00:00rO  rî   )r   r1   Útimedelta64r   r   r   rR  rm   ro   r   r9   r4  )r<   ÚtdÚdtrÝ   ÚvcZ
vc_with_naZexp_dtr"   r"   r'   Útest_value_counts_nat®  s    
z%TestValueCounts.test_value_counts_natc              
   C   sÎ   t tdddƒtdddƒtdddƒtdddƒtdddƒtdddƒgƒ}| ¡ }ttdddƒtdddƒtdddƒgtd�}t dddg|dd	�}t ||¡ tt d
tj	gƒdd�}t d
tj	gtd�}t ||¡ d S )Ni¸  rB   iˆ  ip  r)   rT   rC   rO  rP  z
2362-01-01Úignore)Úerrors)
r   r   rR  r   r5   r9   r4  r   r1   rI   )r<   rÝ   ÚresZ	exp_indexrZ   r"   r"   r'   Ú&test_value_counts_datetime_outofbounds¼  s&    





úÿ
 þz6TestValueCounts.test_value_counts_datetime_outofboundsc                 C   sx   t ttdƒƒƒ}| ¡ }t dddgtdddgƒdd	�}tj||d
d� |j ¡ }| ¡ }|j	 ¡ |_	tj||d
d� d S )NZaaabbcrT   rC   rB   rO   rP   rQ   rO  rP  T©Zcheck_index_type)
r   r   r6   rR  r   r9   r4  r,  Z
as_orderedr#   r%  r"   r"   r'   ró   Ö  s      ÿ
z TestValueCounts.test_categoricalc                 C   sV  t ttdƒƒƒ}tj|jd< | ¡ }t dddgtdddgdddgd	�d
d�}tj	||dd� |jdd�}t ddddgtdddtjgƒd
d�}tj	||dd� t ttdƒddddgd�ƒ}tj|jd< | ¡ }t dddgtdddgdddgdd�d
d�}tj	||dd� |jdd�}t ddddgtdddtjgdddgdd�d
d�}tj	||dd� d S )NZ
aaaaabbbccrB   rU   rT   rC   rO   rP   rQ   rð   rO  rP  Trh  Fr]  )rì   r»   rë   )
r   r   r6   r1   rI   ZilocrR  r   r9   r4  r%  r"   r"   r'   Útest_categorical_nanså  sT    ý
  ÿÿýù	
  ÿûz%TestValueCounts.test_categorical_nansc                 C   sb   t ttdƒtdƒdd�ƒ}| ¡ }t ddddgtd	d
ddgtdƒdd�dd�}tj||dd� d S )NZbbbaacÚabcdTrë   rT   rC   rB   r   rP   rO   rQ   r  rO  rP  rh  )r   r   r6   rR  r9   r4  r%  r"   r"   r'   Útest_categorical_zeroes  s    

  ÿûz'TestValueCounts.test_categorical_zeroesc              	   C   sÐ  t  tdddgƒjdd�tddgddgdd�¡ t  tdddgƒjdd�tddgddgdd�¡ t  tdgd dgd  d gd	  ƒ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  ƒjdd�td	ddgddtjgdd�¡ t  tdddgƒjdd�tddgddgdd�¡ t  tdddgƒjdd�tddgddgdd�¡ t  tdddd gƒjdd�tddgddgdd�¡ tdddddd gƒjdd�}tdddgddtjgdd�}t  ||¡ d S )NTFr]  rC   rB   rO  rP  rT   rR   r)   gš™™™™™$@rV   )r9   r4  r   rR  r   r5   r1   rI   rù   r"   r"   r'   Útest_dropna  s>    þþ(þ(þþþþzTestValueCounts.test_dropnar*   rœ   c                 C   s¨   t dgd dgd  tjgd  ƒ}| |¡}|jddd�}t dd	d
gt tjddg|d�dd�}t ||¡ |jddd�}t ddgt ddg|d�dd�}t ||¡ d S )NrB   rC   rT   rR   TF)Ú	normalizer^  g      à?g333333Ó?gš™™™™™É?rG   rF   r)   Z
proportionrP  g333333ã?gš™™™™™Ù?)r   r1   rI   r2   rR  r9   r4  )r<   r*   rÝ   Zs_typedr{   ru   r"   r"   r'   Útest_value_counts_normalizedC  s     $
ý  ÿz,TestValueCounts.test_value_counts_normalizedc                 C   s|   t jdgt jd�}tdgdgdd�}t |¡}t ||¡ t jddgtd�}tddgddgdd�}t |¡}t ||¡ d S )Nr¦   r)   rB   rO  rP  rS   )	r1   rH   r–   r   r   rR  r9   r4  r5   )r<   r[   ru   r{   r"   r"   r'   Útest_value_counts_uint64V  s    

z(TestValueCounts.test_value_counts_uint64N)rÁ   rÂ   rÃ   rU  rZ  r[  rc  rg  ró   ri  rk  rl  r‰   rÄ   rÅ   r1   r‘   r5   rn  ro  r"   r"   r"   r'   rM  �  s   +&
rM  c                   @   sŽ  e Zd Zdd„ Zej de dddddddddd	g
¡e d
dd
ej	dddd
ej	dg
¡e ddddddddddg
¡ejddddddddddg
e
d�ejdddddddddd g
ejd�g¡d!d"„ ƒZd#d$„ Zej dedddgƒe d%d¡g¡d&d'„ ƒZej d(d)d*d+d,d)d*d+d,gd)d*d+d,gfd-d.d.d-gd-d.gfd/d0d1d/gd/d0d1gfg¡d2d3„ ƒZej d4dd%dd5d6d6gejdd7d8d5d6ge
d�fg¡d9d:„ ƒZd;S )<ÚTestDuplicatedc                 C   s¶  t jddt jddt jgtd�}t |¡}t  ddddddg¡}t ||¡ tj|dd�}t  ddddddg¡}t ||¡ tj|d	d�}t  ddddddg¡}t ||¡ tj|dd�}t  ddddddg¡}t ||¡ t jd
td�}t	t
ddt jt jgd dt jdt jgd ƒƒ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   rB   rC   r)   FTÚfirst©ZkeepÚlasté   rU   )r1   rH   rI   r5   r   Ú
duplicatedr9   r:   r?  Ú	enumerateÚzip)r<   Úkeysr{   ru   r„   ÚtZfalsesZtruesr"   r"   r'   Útest_duplicated_with_nase  s:    
(ÿ


z'TestDuplicated.test_duplicated_with_nasÚcaserB   rC   rR   rT   rU   é   gš™™™™™ñ?gš™™™™™@gffffff
@gš™™™™™@gffffff@y      ð?      ð?y       @       @y      @      @y      @      @y      @      @y      @      @rO   rP   ÚerQ   r  Úfr)   r¦   éó   r    é'   é   c           
      C   sh  t  ddddddddddg
¡}t  ddddddddddg
¡}||B }tj|dd�}t ||¡ tj|dd�}t ||¡ tj|dd�}t ||¡ t|ƒt|dd�fD ]L}|jdd�}t ||¡ |jdd�}t ||¡ |jdd�}t ||¡ q¦t|ƒt|dd�fD ]Z}	|	jdd�}t |t|ƒ¡ |	jdd�}t |t|ƒ¡ |	jdd�}t |t|ƒ¡ �qd S )NFTrq  rr  rs  rº   r)   )	r1   rH   r   ru  r9   r:   r   r   r4  )
r<   r{  Ú	exp_firstÚexp_lastÚ	exp_falseÚ	res_firstÚres_lastÚ	res_falseÚidxrÝ   r"   r"   r'   Útest_numeric_object_likesŒ  s6    ÿÿz(TestDuplicated.test_numeric_object_likesc                 C   s  ddddddddddg
}ddddd	dd
dddg
}t  dd„ |D ƒ¡t  dd„ |D ƒ¡t  dd„ |D ƒ¡t  dd„ |D ƒ¡t  dd„ |D ƒ¡g}t  ddddddddddg
¡}t  ddddddddddg
¡}||B }|D �]:}tj|dd�}t ||¡ tj|dd�}	t |	|¡ tj|dd�}
t |
|¡ t|ƒt|dd�t|td�fD ]N}|jdd�}t ||¡ |jdd�}	t |	|¡ |jdd�}
t |
|¡ �qHt|ƒt|dd�t|td�fD ]Z}|jdd�}t 	|t|ƒ¡ |jdd�}	t 	|	t|ƒ¡ |jdd�}
t 	|
t|ƒ¡ �q¶qÖd S )Nz
2011-01-01z
2011-01-02r   ú
2011-01-03z
2011-01-04z
2011-01-06ú1 daysz2 daysz3 daysz4 daysz6 daysc                 S   s   g | ]}t |ƒ‘qS r"   ©r   ©r$   r  r"   r"   r'   r(   è  s     z6TestDuplicated.test_datetime_likes.<locals>.<listcomp>c                 S   s   g | ]}t |d d�‘qS )r¼   r½   rŒ  r�  r"   r"   r'   r(   é  s     c                 S   s   g | ]}t |d d�‘qS )rÑ   rd   )r   r�  r"   r"   r'   r(   ê  s     c                 S   s   g | ]}t  |¡‘qS r"   )r1   rž   r�  r"   r"   r'   r(   ë  s     c                 S   s   g | ]}t |ƒ‘qS r"   )r   r�  r"   r"   r'   r(   ì  s     FTrq  rr  rs  rº   r)   )
r1   rH   r   ru  r9   r:   r   r5   r   r4  )r<   ra  r`  Zcasesr‚  rƒ  r„  r{  r…  r†  r‡  rˆ  rÝ   r"   r"   r'   Útest_datetime_likesÍ  s|    ööûÿÿ


ý

ýz"TestDuplicated.test_datetime_likesr   c                 C   s.   |j dkst‚t | ¡ t dddg¡¡ d S )NTF)Z	is_uniquero   r9   r:   ru  r1   rH   )r<   r{  r"   r"   r'   Útest_unique_index  s    z TestDuplicated.test_unique_indexzarr, uniquesr   )r   rB   )rB   r   r~   )rP   rQ   )rO   rP   r®   )rP   rC   )rO   rT   c                 C   s8   t jt|ƒtd�}||d d …< t |¡}t ||¡ d S r€   )r1   r?  rm   r5   rp   r0   r9   r:   )r<   r[   rM   ru   r{   r"   r"   r'   Útest_unique_tuples$  s    
z!TestDuplicated.test_unique_tupleszarray,expectedrA  y      ð?       @y                y      ð?        c                 C   s   t  |¡}t ||¡ d S r¿   rþ   )r<   rH   ru   r{   r"   r"   r'   Útest_unique_complex_numbers:  s    
z*TestDuplicated.test_unique_complex_numbersN)rÁ   rÂ   rÃ   rz  r‰   rÄ   rÅ   r1   rH   rI   r5   r–   r‰  rŽ  r   rp   r¢   r�  r�  r‘  r"   r"   r"   r'   rp  d  sb   ' öÿ  ÿîþ
(R"

þ
þ÷þ
ýÿþ
rp  c                	   @   sˆ   e Zd Zej dejdfejdfej	dfej
dfejdfg¡dd„ ƒZej dejdfejdfej	dfej
dfejdfg¡dd	„ ƒZd
S )ÚTestHashTablezhtable, tm_dtypeÚStringÚFloatZIntZUIntc                 C   sÞ   t td| d ƒ}t|dƒƒ}|tjkr6tj|jd< n |tjkrVtjd t	g|jdd…< |j
ddd�jdd	�}|jj|d
� |jdd�j}|ƒ  |j¡}t ||¡ |ƒ j|jdd�\}}	t ||¡ ||	 }
t |
|j¡ d S )NÚmaker   rÓ   éô  éö  rT   T©ÚfracÚreplace©Zdropr�   rq  rr  )Zreturn_inverse)Úgetattrr9   r   rk   ÚFloat64HashTabler1   rI   ÚlocÚPyObjectHashTabler   ÚsampleÚreset_indexrJ   r’   Údrop_duplicatesr0   r:   )r<   ÚhtableÚtm_dtyper”   ÚmakerrÝ   Ús_duplicatedÚexpected_uniqueÚresult_uniqueÚresult_inverseZreconstrr"   r"   r'   Útest_hashtable_uniqueK  s$    

 ÿ
z#TestHashTable.test_hashtable_uniquec                 C   sØ   t td| d ƒ}t|dƒƒ}|tjkr6tj|jd< n |tjkrVtjd t	g|jdd…< |j
ddd�jdd	�}|jj|d
� | ¡ j}|ƒ  |j¡\}}	| ¡  ¡ j}
t ||
¡ ||	|   }| ¡ j}t ||¡ d S )Nr•  r   rÓ   r–  r—  rT   Tr˜  r›  r�   )rœ  r9   r   rk   r�  r1   rI   rž  rŸ  r   r   r¡  rJ   r’   rq   r-   r^  r¢  r:   )r<   r£  r¤  r”   r¥  rÝ   r¦  Zna_maskr¨  r©  r§  Zresult_reconstructZexpected_reconstructr"   r"   r'   Útest_hashtable_factorizes  s    



z&TestHashTable.test_hashtable_factorizeN)rÁ   rÂ   rÃ   r‰   rÄ   rÅ   rk   rŸ  ZStringHashTabler�  ZInt64HashTableZUInt64HashTablerª  r«  r"   r"   r"   r'   r’  J  s(   ûþ

ûþ
r’  c                   @   s´   e Zd Zejej dej	ej	dddej	dddej	g
dej	dddej	dddej	g
g¡dd„ ƒƒZ
ej d	ejd
 ¡dd„ ƒZej d	ejejg¡dd„ ƒZdd„ Zejjdd„ ƒZdS )ÚTestRankr[   rV   rB   rC   rT   rW   c                 C   s`   ddl m} t |¡}t |¡ }| ¡ }t |¡}tj||< ||ƒ}tj	||< t
 ||¡ d S )Nr   )Úrankdata)Zscipy.statsr­  r1   rH   ÚisfiniteÚcopyÚlibalgosZrank_1dr_   rI   r9   rØ   )r<   r[   r­  rx   r{   rZ   r"   r"   r'   Útest_scipy_compat�  s    	



zTestRank.test_scipy_compatr*   Ú
AllIntegerc                 C   sT   t jddgt jd�}t jddg|d�}|j|d� t|ƒ}t |¡}t ||¡ d S )NrB   rC   r)   rÇ   r�   )	r1   rH   r‘   r’   r   r   Úrankr9   r:   )r<   r”   r*   rZ   rz   rK   r{   r"   r"   r'   r\   ²  s    
zTestRank.test_basicc                 C   s:   t jddgt jd�}tddg|d�}t t |¡|¡ d S )NrB   rC   r)   r¦   )r1   rH   r‘   r   r9   r:   r   r³  )r<   r*   rZ   rÝ   r"   r"   r'   rè   ¼  s    zTestRank.test_uint64_overflowc              	   C   sP   t  dddgdddgddd	ggg¡}d
}tjt|d�� t |¡ W 5 Q R X d S )NrB   rC   rT   rU   rR   r|  r�  rt  é	   z%Array with ndim > 2 are not supportedr†   )r1   rH   r‰   rŠ   r‹   r   r³  )r<   r[   rŒ   r"   r"   r'   Útest_too_many_ndimsÃ  s    $zTestRank.test_too_many_ndimsc                 C   s\   t  d¡}tj|dd� ¡ }|dks(t‚t  d¡ dd¡}tj|dd� ¡ }|dksXt‚d S )Ni  T)ZpctrB   i  rC   )r1   rY   r   r³  Úmaxro   Úreshape)r<   rJ   r{   r"   r"   r'   Útest_pct_max_many_rowsÊ  s    
zTestRank.test_pct_max_many_rowsN)rÁ   rÂ   rÃ   r`  Zskip_if_no_scipyr‰   rÄ   rÅ   r1   rI   r±  Ú	typecodesr\   r‘   r–   rè   rµ  Z
single_cpur¸  r"   r"   r"   r'   r¬  œ  s   þþ
	
r¬  c                  C   sÞ   t jg dd�} t jtdddƒgdd�}tjd | |ƒ}t jdgt jd�}t ||¡ tjd || ƒ}t jg t jd�}t ||¡ tjd | |ƒ}t jdgt jd�}t ||¡ tjd || ƒ}t jg t jd�}t ||¡ d S )Nrh   r)   iÚ  é   é   r5   rS   )	r1   rH   r   r°  Úpadr8   r9   r:   Úbackfill)ÚoldÚnewr{   ru   r"   r"   r'   Ú!test_pad_backfill_object_segfaultÖ  s    rÀ  c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestTseriesUtilc                 C   sÂ   t dddgƒ}t ttdƒƒƒ}tjd |j|jƒ}tjddddddddddddgtjd	�}t	 
||¡ t dd
gƒ}t ttddƒƒƒ}tjd |j|jƒ}tjdddddgtjd	�}t	 
||¡ d S )NrB   rR   r    rº  Úint64_tr   rC   rS   r)   rU   )r   r6   rˆ   r°  r½  rJ   r1   rH   r8   r9   r:   ©r<   r¾  r¿  ZfillerZexpect_fillerr"   r"   r'   Útest_backfillì  s    (zTestTseriesUtil.test_backfillc                 C   sÄ   t dddgƒ}t ttdƒƒƒ}tjd |j|jƒ}tjddddddddddddgtjd	�}t	 
||¡ t ddgƒ}t tjdtjd	�ƒ}tjd |j|jƒ}tjdddddgtjd	�}t	 
||¡ d S )
NrB   rR   r    rº  rÂ  rS   r   rC   r)   )r   r6   rˆ   r°  r¼  rJ   r1   rH   r8   r9   r:   rY   rw   rÃ  r"   r"   r'   Útest_padý  s    (zTestTseriesUtil.test_padN)rÁ   rÂ   rÃ   rÄ  rÅ  r"   r"   r"   r'   rÁ  ë  s   rÁ  c               ~   C   s   t jddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddg|dd�t jddd	d
dddddddddddddddddddddd d!ddddddd	d
dddddddddddddddddddddd d!ddddddd	d
dddddddddddddddddddddd d!ddddddd	d
dddddddddddddddddddddd d!ddddg|dd�g} t | ¡�rt‚d S )"NrT   rC   rB   r   rw   r)   r  é   é   é   é   é   é   é   é   é   ri   é   é   r…   é   é   é   é   rº  é   r    r´  rt  r�  r|  rR   rU   )r1   rH   r°  Zis_lexsortedro   )Zfailurer"   r"   r'   Útest_is_lexsorted  s   „~� „~�€ þ  rÖ  c                  C   s¬   t j ddd¡ t j¡} t j ddd¡ t j¡}t | d¡d }t j| dd�}| t j¡}t 	||¡ | d | }t |d¡d }t  
|| f¡}| t j¡}t 	||¡ d S )Nr   rÓ   rÇ   Z	mergesort)rÛ   i@B )r1   rË   rÌ   r2   r8   r°  Zgroupsort_indexerÚargsortr9   r:   Zlexsort)rO   rP   r{   ru   rr   r"   r"   r'   Útest_groupsort_indexer  s    rØ  c                     s�  t  ¡ ‰ t  ¡ ‰ˆtdƒdddtdƒˆ g} t‡ fdd„| D ƒƒsDt‚t‡ fdd„| D ƒƒs^t‚ˆ ˆ krnˆ ˆ ksrt‚ˆ ˆ k s‚ˆ ˆ kr†t‚t  ¡ t  ¡ ksšt‚t  ¡ t  ¡ kr®t‚t‡fd	d„| D ƒƒsÈt‚t‡fd
d„| D ƒƒsât‚ˆˆkròˆˆksöt‚ˆˆk �s
ˆˆk�rt‚t  ¡ t  ¡ k�s$t‚t  ¡ t  ¡ k�r:t‚t| ƒD ]}t|ƒ| k�sBt‚�qBt 	t  ¡ gd ¡ 
¡  t 	t  ¡ gd ¡ 
¡  d S )Nz-infg}Ã”%­I²Ôr   g}Ã”%­I²Tr_   c                 3   s   | ]}ˆ |kV  qd S r¿   r"   ©r$   r`   ©ÚInfr"   r'   Ú	<genexpr>;  s     z%test_infinity_sort.<locals>.<genexpr>c                 3   s   | ]}ˆ |kp|ˆ kV  qd S r¿   r"   rÙ  rÚ  r"   r'   rÜ  <  s     c                 3   s   | ]}ˆ |kV  qd S r¿   r"   rÙ  ©ÚNegInfr"   r'   rÜ  B  s     c                 3   s   | ]}ˆ |k p|ˆ kV  qd S r¿   r"   rÙ  rÝ  r"   r'   rÜ  C  s     é    )r°  ÚInfinityÚNegInfinityr;  Úallro   r   Úsortedr1   rH   r×  )Zref_numsÚpermr"   ©rÛ  rÞ  r'   Útest_infinity_sort0  s&    ræ  c                  C   s¼   t  ¡ } t  ¡ }| tjkrt‚| tjkr,t‚| tjk r:t‚| tjkrHt‚| tjkrVt‚| tjksdt‚|tjkrrt‚|tjkr€t‚|tjk rŽt‚|tjkrœt‚|tjkrªt‚|tjks¸t‚d S r¿   )r°  rà  rá  r1   rI   ro   rå  r"   r"   r'   Útest_infinity_against_nanQ  s    rç  c                  C   s*   t jdt jd�} t | ¡}|| ks&t‚d S )NrÇ   r)   )r1   rY   r8   r°  Zensure_platform_intro   )r[   r{   r"   r"   r'   Útest_ensure_platform_intd  s    
rè  c               	   C   sè  d} t  t j¡j}t  t j¡j}tjt| d�� t 	t  
||g¡|¡ W 5 Q R X tjt| d��& t 	t  
||g¡t  
||g¡¡ W 5 Q R X tjt| d�� t 	t  
||g¡|¡ W 5 Q R X tjt| d��& t 	t  
||g¡t  
||g¡¡ W 5 Q R X tjt| d��& t 	t  
||g¡t  
||g¡¡ W 5 Q R X tjt| d��4 tj	t  
||g¡t  
||g¡t  
ddg¡d� W 5 Q R X tjt| d��4 tj	t  
||g¡t  
||g¡t  
ddg¡d� W 5 Q R X tjt| d��@ tj	t  
||g¡t  
||g¡t  
ddg¡t  
ddg¡d� W 5 Q R X tjt| d��( t 	t  
||g¡t  
t j|g¡¡ W 5 Q R X tj	t  
||g¡t  
||g¡t  
ddg¡d� tj	t  
||g¡t  
||g¡t  
ddg¡d� tj	t  
||g¡t  
||g¡t  
ddg¡t  
ddg¡d� d S )NzOverflow in int64 additionr†   FT)Úarr_mask)Úb_mask)ré  rê  )r1   Ziinforw   r¶  Úminr‰   rŠ   ÚOverflowErrorr   Zchecked_add_with_arrrH   rI   )rŒ   rÚ   Únr"   r"   r'   Útest_int64_add_overflowk  sd     * **  ÿ  ÿü,  ÿ  ÿürî  c                   @   sÂ   e Zd Zdd„ Zej dejd ejd  ¡dd„ ƒZ	dd	„ Z
ej dejd ejd  ¡d
d„ ƒZdd„ Zej deeg¡dd„ ƒZdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ ZdS )ÚTestModec                 C   s0   t g tjtg td�d�}t t g ¡|j	¡ d S )Nr)   )r*   r#   )
r   r1   r‘   r   Úintr9   r:   r   ÚmoderJ   ©r<   rZ   r"   r"   r'   Útest_no_modeŸ  s    zTestMode.test_no_modera  r²  r”  c                 C   sš   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 )NrB   r)   ©r   r9   r:   r   rñ  rJ   r4  ©r<   ra  Z
exp_singleZdata_singleZ	exp_multiZ
data_multirK   rZ   r"   r"   r'   Útest_mode_single£  s    zTestMode.test_mode_singlec                 C   sT   t dgtd�}t t dg¡|j¡ t dddgtd�}t t dddg¡|j¡ d S )NrB   r)   rO   rP   rQ   )r   rð  r9   r:   r   rñ  rJ   r5   rò  r"   r"   r'   Útest_mode_obj_int¶  s    zTestMode.test_mode_obj_intc                 C   sÀ   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 )NrB   rR   rC   rT   r)   rô  rõ  r"   r"   r'   Útest_number_mode½  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 )NrP   rO   rC   rT   rQ   r)   rô  )r<   rZ   rz   rK   r"   r"   r'   Útest_strobj_modeÏ  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 )NÚbarr«   rC   rT   r)   rô  )r<   ra  rZ   rz   rK   r"   r"   r'   Útest_strobj_multi_charØ  s    zTestMode.test_strobj_multi_charc                 C   sš   t dddgdd�}t dddgdd�}t t |j¡|j¡ t | ¡ |¡ t ddgdd�}t dddddgdd�}t t |j¡|j¡ t | ¡ |¡ d S )Nz
1900-05-03rŠ  z
2013-01-02rœ   r)   ©r   r9   r²   r   rñ  rJ   r  r4  ©r<   rZ   rK   r"   r"   r'   Útest_datelike_modeâ  s    þzTestMode.test_datelike_modec                 C   sœ   t dddgdd�}t dddgdd�}t t |j¡|j¡ t | ¡ |¡ t ddgdd�}t dddd	ddgdd�}t t |j¡|j¡ t | ¡ |¡ d S )
Nz-1 daysz0 daysr‹  r\  r)   ú2 minrf   ú-1 dayú-1 day 2 minrü  rý  r"   r"   r'   Útest_timedelta_modeð  s    þzTestMode.test_timedelta_modec                 C   sB   t dgƒ}t dddgƒ}t t |j¡|j¡ t | ¡ |¡ d S )Nr«   rB   rô  rý  r"   r"   r'   Útest_mixed_dtypeþ  s    
zTestMode.test_mixed_dtypec                 C   s˜   t dgtjd�}t dddg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)   rB   )	r   r1   r–   r9   r:   r   rñ  rJ   r4  rý  r"   r"   r'   rè   	  s    zTestMode.test_uint64_overflowc                 C   sª   t ddgƒ}|}t|ƒ ¡ j}t ||¡ t dddgƒ}t dgddgd�}t|ƒ ¡ j}t ||¡ t dddddgƒ}t ddgdddgd�}t|ƒ ¡ j}t ||¡ d S )NrB   rC   rO   rð   rT   )r   r   rñ  r  r9   rñ   )r<   rQ   rZ   rf  r"   r"   r'   ró   	  s    zTestMode.test_categoricalc              	   C   sÞ   t dddgƒ}tdddgtjd�}t t |¡|j¡ t dddgƒ}tdgt	d�}t t |¡|j¡ t dddddgƒ}tddgtjd�}t t |¡|j¡ t ddddd	d	gd
d�}t
jtdd�� t |¡ W 5 Q R X d S )NrB   rC   rT   r)   rO   rf   r   r  rÿ  r\  ZTimedeltaIndexr†   )r   r   r1   rw   r9   r:   r   rñ  rJ   r5   r‰   rŠ   ÚAttributeError)r<   rˆ  rZ   r"   r"   r'   Ú
test_index	  s    þzTestMode.test_indexc                 C   s8   t dddgdd�}| ¡ }t dgdd�}t ||¡ d S )NrB   rT   r«   rî   )r   rñ  r9   r4  rK  r"   r"   r'   Útest_ser_mode_with_name4	  s    z TestMode.test_ser_mode_with_nameN)rÁ   rÂ   rÃ   ró  r‰   rÄ   rÅ   r1   r¹  rö  r÷  rø  rù  Ústrr5   rû  rþ  r  r  rè   ró   r  r  r"   r"   r"   r'   rï  ž  s    

	
	rï  c                   @   sH   e Zd Zej dddg¡dd„ ƒZdd„ Zej ddd	g¡d
d„ ƒZdS )ÚTestDiffr*   rœ   ræ   c                 C   s¾   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 )Nrº  rT   rU   r   ÚnsrC   rB   r   ©Zaxisr\  r)   )r1   rY   r2   rw   r  r·  r*   Útyper   Údiffr2  r!  r_  r9   r:   ÚT©r<   r*   r[   r{   ru   r"   r"   r'   Útest_diff_datetimelike_nat=	  s     z#TestDiff.test_diff_datetimelike_natc              	   C   sB   t dddd�j}d}tjt|d�� tj|ddd� W 5 Q R X d S )	Nrø   rT   z
US/Pacific)r  r¾   z#cannot diff DatetimeArray on axis=1r†   rB   r
  )r   Ú_datar‰   rŠ   Ú
ValueErrorr   r  )r<   r"  rŒ   r"   r"   r'   Útest_diff_ea_axisM	  s    zTestDiff.test_diff_ea_axisZint8Zint16c                 C   sN   t jdddddg|d�}t |d¡}t jt jddddgdd�}t ||¡ d S )Nr   rB   r)   rS   r3   )r1   rH   r   r  rI   r9   r:   r  r"   r"   r'   Útest_diff_low_precision_intT	  s    z$TestDiff.test_diff_low_precision_intN)	rÁ   rÂ   rÃ   r‰   rÄ   rÅ   r  r  r  r"   r"   r"   r'   r  <	  s
   
r  Úopc                 C   sv   | ddddgƒ}| ddddgƒ}| ddddddgƒ}t |tjƒrZt ||¡}t ||¡ nt ||¡}t ||¡ d S )NrT   rB   rU   rC   )r.   r1   r±   r   Zunion_with_duplicatesr9   r:   r²   )r  ZlvalsZrvalsru   r{   r"   r"   r'   Útest_union_with_duplicates\	  s    r  )Nr   Ú	itertoolsr   r  Únumpyr1   r‰   Zpandas._libsr   r°  r   rk   Zpandas.util._test_decoratorsÚutilZ_test_decoratorsr`  Zpandas.core.dtypes.commonr   r   r   r	   r
   Zpandas.core.dtypes.dtypesr   rS  Zpandasrp   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Zpandas._testingZ_testingr9   Zpandas.core.algorithmsÚcoreZ
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