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d„ ƒZdd„ Z	dd„ Z
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<listcomp>T   ó    z0TestFactorize.test_factorize.<locals>.<listcomp>©ÚdtypeT©Úexact)ÚtmÚmaybe_produces_warningr   r   Úgetattrr1   Ú	factorizer   Ú
isinstancer   Úfrom_tuplesÚuniqueÚboolÚobjectÚastypeÚsort_valuesÚlistÚnpÚasarrayÚintpÚassert_numpy_array_equalÚassert_index_equal)	ÚselfÚindex_or_series_objr!   ÚobjÚresult_codesÚresult_uniquesÚconstructorÚexpected_uniquesÚexpected_codesr&   r+   r-   Útest_factorize4   s>   ÿüú
ÿ


þ
üzTestFactorize.test_factorizec                 C   sl   t  dddt jg¡}t|ƒ}|jdd\}}t jg d¢t jd}tddt jgƒ}t ||¡ t 	||¡ d S )	Né   é   F©Úuse_na_sentinel©r   rN   r   rO   r0   ç      ð?ç       @)
r@   ÚarrayÚnanr   r7   rB   r   r4   rC   rD   )rE   ÚvaluesÚserÚcodesÚuniquesrL   rK   r&   r&   r-   Ú+test_series_factorize_use_na_sentinel_falseZ   s   z9TestFactorize.test_series_factorize_use_na_sentinel_falseÚna_sentinel)Néÿÿÿÿéöÿÿÿc                 C   sœ   |d u rd}n	|dkrd}nd}t jt|d tj||d W d   ƒ n1 s)w   Y  t jt|d |j|d W d   ƒ d S 1 sGw   Y  d S )Nz+Specifying `na_sentinel=None` is deprecatedr]   ú)Specifying `na_sentinel=-1` is deprecatedzDSpecifying the specific value to use for `na_sentinel` is deprecated©Úmatch)r\   )r4   Úassert_produces_warningÚFutureWarningÚpdr7   )rE   r\   rF   Úmsgr&   r&   r-   Útest_depr_na_sentinelf   s   ÿ"ÿz#TestFactorize.test_depr_na_sentinelc                 C   sò  t  g d¢¡\}}t |tjg d¢td¡ t jg d¢dd\}}tjg d¢tjd}t ||¡ tjg d¢td}t ||¡ tjdtjdd d d… }t  |¡\}}tjg d	¢tjd}t ||¡ tjg d
¢|j	d}t ||¡ t j|dd\}}tjg d
¢tjd}t ||¡ tjg d	¢|j	d}t ||¡ t d¡d d d… }t  |¡\}}tjg d	¢tjd}t ||¡ tjg d¢|j	d}t ||¡ t j|dd\}}tjg d
¢tjd}t ||¡ tjg d¢|j	d}t ||¡ d S )N)ÚaÚbrh   rg   rg   Úcri   ri   ©rg   rh   ri   r0   Tr%   )r   rN   rN   r   r   rO   rO   rO   é   r]   )r   rN   rO   é   é   )rm   rl   rO   rN   r   ç      @)ç      @ç      @rT   rS   ç        )rq   rS   rT   rp   ro   )
r   r7   r4   rC   r@   rU   r<   rB   Úaranger1   )rE   rY   rZ   ÚexpÚarrr&   r&   r-   Ú
test_basict   s>   
ÿzTestFactorize.test_basicc                 C   s¸   t ddtjddtjgƒ}t |¡\}}tjg d¢tjd}t 	||¡ t
dddtjgƒ}t ||¡ tj|dd\}}tjg d¢tjd}t 	||¡ t
dtjddgƒ}t ||¡ d S )	NÚAÚBg…ëQ¸	@)r   r   r]   rN   rO   rl   r0   Tr%   )rO   rO   r]   rl   r   rN   )r   r@   rV   Úinfr   r7   rU   rB   r4   rC   r   rD   )rE   ÚxrY   rZ   rs   r&   r&   r-   Ú
test_mixed   s   zTestFactorize.test_mixedc                 C   s  t dƒ}t dƒ}t||||||gƒ}t |¡\}}tjg d¢tjd}t ||¡ t	||gƒ}t 
||¡ tj|dd\}}tjg d¢tjd}t ||¡ t	||gƒ}t 
||¡ tdd	d
}tdd	d
}t||||||gƒ}t |¡\}}tjg d¢tjd}t ||¡ t 
|t||gƒ¡ tj|dd\}}tjg d¢tjd}t ||¡ t 
|t||gƒ¡ tdƒ}tdƒ}t|||||||gƒ}t |¡\}}tjg d¢tjd}t ||¡ t 
|t||gƒ¡ tj|dd\}}tjg d¢tjd}t ||¡ t 
|t||gƒ¡ d S )Nz20130101 09:00:00.00004Ú20130101)r   r   r   rN   rN   r   r0   Tr%   )rN   rN   rN   r   r   rN   Ú201302ÚM©ÚfreqÚ201303z1 day 1 minú1 day)r   rN   r   r   rN   rN   r   )rN   r   rN   rN   r   r   rN   )r   r   r   r7   r@   rU   rB   r4   rC   r   rD   r   r   r   )rE   Úv1Úv2ry   rY   rZ   rs   r&   r&   r-   Útest_datelike®   sF   zTestFactorize.test_datelikec                 C   sú   t jdddt jgdd}t t|ƒ¡}dD ].}|j|d|d}t jddd|gd	d}tt|ƒƒtt|ƒƒks8J ‚t 	t
 |¡||k¡ qt jdt jdgdd}d
}|j|d|d}t jg d¢d	d}tt|ƒƒtt|ƒƒkspJ ‚t 	t
 |¡||k¡ d S )NrN   rO   ÚOr0   )r]   é   T©r!   r\   r   Úint32r]   F)rO   r]   r   )r@   rU   rV   ÚhtÚObjectFactorizerÚlenr7   Úsetr4   rC   rd   Úisna)rE   ÚkeyÚrizerr\   ÚidsÚexpectedr&   r&   r-   Útest_factorize_nanß   s   z TestFactorize.test_factorize_nanz&data, expected_codes, expected_uniques)©rN   rN   ©rN   rO   ©r   r   r”   Únonsense)r   rN   rO   rN   rl   )r“   r”   r•   r–   )r“   r”   r•   r”   ©rN   rO   rl   )r“   r”   r•   r—   )r“   r”   r•   r”   )r   rN   rO   rN   )r“   r”   r•   c                 C   sD   t  |¡\}}t |tj|tjd¡ tj|t	d}t ||¡ d S ©Nr0   )
rd   r7   r4   rC   r@   rU   rB   ÚcomÚasarray_tuplesafer<   )rE   ÚdatarL   rK   rY   rZ   Úexpected_uniques_arrayr&   r&   r-   Útest_factorize_tuple_listö   s   z'TestFactorize.test_factorize_tuple_listc                 C   sl   t jdd„ tdƒD ƒtd}d}tjt|d tj|d d d… dd	 W d   ƒ d S 1 s/w   Y  d S )
Nc                 S   ó   g | ]}t |ƒ‘qS r&   )Úcomplex)r)   Úir&   r&   r-   r.     ó    z6TestFactorize.test_complex_sorting.<locals>.<listcomp>é   r0   z,'[<>]' not supported between instances of .*r`   r]   Tr%   )	r@   rU   Úranger<   ÚpytestÚraisesÚ	TypeErrorr   r7   )rE   Úx17re   r&   r&   r-   Útest_complex_sorting  s
   "ÿz"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)rN   rO   rO   rN   r0   )r   rN   rN   r   rN   rO   )r@   rU   rB   r   r7   r4   rC   )rE   Úany_real_numpy_dtyper1   r›   rL   rK   rY   rZ   r&   r&   r-   Ú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)rS   ç    „×—ArS   ç:Œ0âŽyE>r«   rS   r0   ©Úwrite)r   rN   r   rO   rN   r   )rS   r«   r¬   )	r@   rU   Úfloat64ÚsetflagsrB   r   r7   r4   rC   ©rE   Úwritabler›   rL   rK   rY   rZ   r&   r&   r-   Útest_float64_factorize"  ó   z$TestFactorize.test_float64_factorizec                 C   ór   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)ì   ÿÿÿÿ rN   r¶   r0   r­   ©r   rN   r   r¶   rN   )	r@   rU   Úuint64r°   rB   r   r7   r4   rC   r±   r&   r&   r-   Útest_uint64_factorize,  r´   z#TestFactorize.test_uint64_factorizec                 C   rµ   )N)ì   ÿÿÿÿ ìûÿÿÿ         rº   r0   r­   r·   rº   r»   )	r@   rU   Úint64r°   rB   r   r7   r4   rC   r±   r&   r&   r-   Útest_int64_factorize6  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)rg   ri   rg   rh   ri   r0   r­   )r   rN   r   rO   rN   ©rg   ri   rh   )	r@   rU   r<   r°   rB   r   r7   r4   rC   r±   r&   r&   r-   Útest_string_factorize@  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 )Nrg   ri   rh   r0   r­   )r   rN   r]   r]   r   rO   r]   rN   r¾   )r@   rU   rV   r   r<   r°   rB   r   r7   r4   rC   r±   r&   r&   r-   Útest_object_factorizeJ  s    z#TestFactorize.test_object_factorizec                 C   sj   t  t  d¡g¡}|j|d t jdgt jd}t jdgdd}t |¡\}}t ||¡ t ||¡ d S )Nz2020-01-01T00:00:00.000r­   r   r0   z2020-01-01T00:00:00.000000000údatetime64[ns])	r@   rU   Ú
datetime64r°   rB   rd   r7   r4   rC   r±   r&   r&   r-   Útest_datetime64_factorizeT  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
   r0   r%   r   rN   Tr2   ©rd   Ú
RangeIndexÚ
from_ranger£   r@   rr   rB   r   r7   r4   rC   rD   )rE   r!   Úrir‘   Úresultr&   r&   r-   Útest_factorize_rangeindexa  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}|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 )	NrÄ   r0   r]   r   rN   r%   Tr2   rÅ   )rE   r!   rÈ   r‘   Úri2rÉ   r&   r&   r-   Ú$test_factorize_rangeindex_decreasingo  s   $z2TestFactorize.test_factorize_rangeindex_decreasingc                 C   sŠ   t jg d¢t jd}tjtdd tj|dd W d   ƒ n1 s#w   Y  t 	d¡ t |¡ W d   ƒ d S 1 s>w   Y  d S )N)ì            rN   rÍ   r0   zgot an unexpected keywordr`   T)ÚorderF)
r@   rU   r¸   r¤   r¥   r¦   r   r7   r4   rb   )rE   r›   r&   r&   r-   Útest_deprecate_order‚  s   ÿ"ÿz"TestFactorize.test_deprecate_orderr›   r·   Úu8r0   )r»   rN   r»   Úi8)Ú__nan__ÚfoorÒ   r<   c                 C   sJ   t  |¡\}}|ddg }tjg d¢tjd}t ||¡ t ||¡ d S )Nr   rN   r·   r0   )r   r7   r@   rU   rB   r4   rC   )rE   r›   rY   rZ   rK   rL   r&   r&   r-   Ú,test_parametrized_factorize_na_value_default‹  s
   
z:TestFactorize.test_parametrized_factorize_na_value_defaultzdata, na_valuerR   r   )rN   r   rN   rO   rN   )r»   rN   r»   r   r»   )rN   r»   rN   r   )rg   r#   rg   rh   rg   )r&   ©rg   rN   r&   ©rg   rO   r&   )rÕ   r&   rÕ   rÖ   rÕ   c                 C   sN   t j||d\}}|ddg }tjg d¢tjd}t ||¡ t ||¡ d S )N)Úna_valuerN   rl   )r]   r   r]   rN   r0   )r   Úfactorize_arrayr@   rU   rB   r4   rC   )rE   r›   r×   rY   rZ   rK   rL   r&   r&   r-   Ú$test_parametrized_factorize_na_value›  s
   z2TestFactorize.test_parametrized_factorize_na_value)r]   r^   éd   zdata, uniques)rh   rg   Nrh   rh   rO   ÚInt64Únumpy_arrayÚextension_array)r   c           	      C   sÐ   |dkrd}nd}t jt|d tj|||d\}}W d   ƒ n1 s%w   Y  |r>tjdd|dgtjd}t |¡}ntjdd|dgtjd}|}t  	||¡ t
|tjƒr`t  	||¡ d S t  ||¡ d S )	Nr]   r_   z9the specific value to use for `na_sentinel` is deprecatedr`   r‡   rN   r   r0   )r4   rb   rc   r   r7   r@   rU   rB   Ú	safe_sortrC   r8   ÚndarrayÚassert_extension_array_equal)	rE   r!   r\   r›   rZ   re   rY   rL   rK   r&   r&   r-   Útest_factorize_na_sentinel®  s   ÿz(TestFactorize.test_factorize_na_sentinel)rg   Nrh   rg   ©r   rN   rO   r   rB   c                 C   ó6   t j|dd\}}tj||dd tj||dd d S ©NFrP   T©Ú
strict_nan©r   r7   r4   rC   ©rE   r›   rL   rK   rY   rZ   r&   r&   r-   Ú+test_object_factorize_use_na_sentinel_falseÑ  ó   z9TestFactorize.test_object_factorize_use_na_sentinel_false)rN   NrN   rO   r…   c                 C   rã   rä   rç   rè   r&   r&   r-   Ú(test_int_factorize_use_na_sentinel_falseè  rê   z6TestFactorize.test_int_factorize_use_na_sentinel_falseN)%Ú__name__Ú
__module__Ú__qualname__r¤   ÚmarkÚparametrizerM   r[   rf   ru   rz   r„   r’   r   r¨   rª   r³   r¹   r½   r¿   rÀ   rÃ   rÊ   rÌ   rÏ   r@   rU   rÔ   r<   rÙ   rd   rV   rá   r1   ré   r¯   rë   r&   r&   r&   r-   r    3   sÂ    
%
)1ýýõþ
	






	ýþ
ùþ
þþû
ôýýúþ
ýýú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J ‚d S )Nr   rÚ   é2   ©Úsize)r@   ÚrandomÚrandintr   r:   r8   rß   ©rE   rt   rÉ   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sJ ‚d S )Nr   rÚ   rò   ró   r…   )r@   rõ   rö   r=   r   r:   r8   rß   r÷   r&   r&   r-   Útest_objects  s   
zTestUnique.test_objectsc                 C   s(   g d¢}t dƒD ]	}tt |¡ƒ qd S )N)rv   rw   ÚCÚDÚEéè  )r£   r‹   r   r:   )rE   Úlstr    r&   r&   r-   Útest_object_refcount_bug  s   ÿz#TestUnique.test_object_refcount_bugc                 C   sb   t  t d¡ d¡t t d¡d¡g¡}|j}| ¡  | d¡}t 	|¡}| ¡  t
 ||¡ d S )Nrk   rO   )r   Úfrom_arraysr@   rr   ÚrepeatÚtilerW   r!   rd   r:   r4   Úassert_almost_equal)rE   Úmindexr‘   rÉ   r&   r&   r-   Útest_on_index_object  s    ÿ

zTestUnique.test_on_index_objectc                 C   s  |t jt j v rg d¢}ddg}nYt|ƒrg d¢}ddg}nLt|ƒr+g d¢}ddg}n?t|ƒrHtddƒtddƒtddƒg}tddƒtddƒg}n"t|ƒrUg d¢}dd	g}nt|ƒrbg d
¢}ddg}ng d¢}ddg}t	||d 
¡ }tj||d}|t jv rƒ| t¡}t  ||¡ d S )N)rN   rO   rO   rN   rO   rS   rT   r   ©TTFTF)rv   rw   rw   rv   rw   r0   )r4   ÚBYTES_DTYPESÚSTRING_DTYPESr   r
   r	   rŸ   r   r   r   r:   r@   rU   r=   r<   rC   )rE   Úany_numpy_dtyper›   rZ   rÉ   r‘   r&   r&   r-   Útest_dtype_preservation!  s2   






z"TestUnique.test_dtype_preservationc                 C   s¢   t jddgdd}tg d¢ƒ}t |¡}t ||¡ |j|jks"J ‚t|ƒ}t |¡}t ||¡ |j|jks9J ‚|j	}t |¡}t ||¡ |j|jksOJ ‚d S )Nú2015-01-03T00:00:00.000000000ú2015-01-01T00:00:00.000000000úM8[ns]r0   )r  r  r  )
r@   rU   r   r   r:   r4   rC   r1   r   rW   )rE   r‘   Údt_indexrÉ   Úsrt   r&   r&   r-   Ú$test_datetime64_dtype_array_returnedB  s(   þûÿ


z/TestUnique.test_datetime64_dtype_array_returnedc                 C   ó>   t jg d¢dd}t |¡}t jddgdd}t ||¡ d S )N©Ú2000r  Ú2001zdatetime64[s]r0   r  r  rÁ   ©r@   rU   rd   r:   r4   rC   ©rE   rg   rÉ   r‘   r&   r&   r-   Útest_datetime_non_nsa  ó   
zTestUnique.test_datetime_non_nsc                 C   r  )Nr  ztimedelta64[s]r0   l     ”RFl    jÉIGútimedelta64[ns]r  r  r&   r&   r-   Útest_timedelta_non_nsg  r  z TestUnique.test_timedelta_non_nsc                 C   s¢   t jg d¢dd}tg d¢ƒ}t |¡}t ||¡ |j|jks"J ‚t|ƒ}t |¡}t ||¡ |j|jks9J ‚|j	}t |¡}t ||¡ |j|jksOJ ‚d S )N)éày  én²  é'  úm8[ns]r0   )r  r  r  r  r  )
r@   rU   r   r   r:   r4   rC   r1   r   rW   )rE   r‘   Útd_indexrÉ   r  rt   r&   r&   r-   Ú%test_timedelta64_dtype_array_returnedm  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)rN   rO   rÍ   rÍ   r0   )rN   rO   rÍ   )r   r@   r¸   rU   r4   rC   r   r:   )rE   r  rs   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 )Nrg   ri   r0   )r@   rV   rd   r:   rU   r<   r4   rC   )rE   Úduplicated_itemsrÉ   r‘   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 )
NÚbacÚabcT©Ú
categoriesÚorderedÚbaabc©r(  rÓ   ©Úname©r'  )
r   r?   r:   r4   Úassert_categorical_equalr   r   rd   r   rD   )rE   r‘   Ú
expected_ori   rÉ   r  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20160101ú
US/Eastern©Útzz2016-01-01 00:00:00-0500ú2016-01-01 00:00:00údatetime64[ns, US/Eastern]©r1   r   ú
2016-01-01)r   r   r   r:   r   Ú_from_sequencer@   rU   r4   rà   r   rD   rd   ©rE   rÉ   r‘   r&   r&   r-   Útest_datetime64tz_awareµ  s`   

þÿÿùÿ

þÿûÿ

þÿÿÿ
ÿ

þÿÿÿz"TestUnique.test_datetime64tz_awarec                 C   s2  t  tg d¢ƒ¡}t |tjg d¢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g d¢td}t ||¡ t  tttdƒƒƒ¡}ttdƒƒ}t ||¡ d S )N)rO   rN   rl   rl   )rO   rN   rl   r¼   r0   rO   rN   rk   r2  z2016-01-01T00:00:00.000000000rÁ   r3  r4  r6  r7  r8  Úaabcrj   r%  )rd   r:   r   r4   rC   r@   rU   r   r   r   rD   r?   r<   r   r.  r;  r&   r&   r-   Útest_order_of_appearanceì  s0   

þÿÿÿz#TestUnique.test_order_of_appearancezarg ,expected)Ú1r?  Ú2r?  r@  r0   )rÓ   rÓ   c                 C   ó   t  |¡}t ||¡ d S ©N©rd   r:   r4   rC   )rE   Úargr‘   rÉ   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 )NrÓ   r0   Trå   )r@   rU   r<   rd   r:   r4   rC   ©rE   rt   rÉ   r‘   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       €rq   r  r  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J ‚||ks$J ‚t ||g¡}t |¡}t tjg¡}t 	||¡ d S )NÚdú=Qì         À r   ì        À )
ÚstructÚunpackÚpackr@   rU   rd   r:   rV   r4   rC   )rE   ÚNAN1ÚNAN2rg   rÉ   r‘   r&   r&   r-   Útest_different_nans*  s   
zTestUnique.test_different_nansÚel_typec           	      C   s¦   d}d}t  dt  d|¡¡d }t  dt  d|¡¡d }||ks"J ‚||ks(J ‚tj||g|d}t |¡}|jdks=J ‚t  dt  d|d ¡¡d }||ksQJ ‚d S )Nl        À rL  rI  rJ  r   r0   rN   )rM  rN  rO  r@   rU   rd   r:   rô   )	rE   rS  Úbits_for_nan1Úbits_for_nan2rP  rQ  rg   rÉ   Úresult_nan_bitsr&   r&   r-   Útest_first_nan_kept6  s   
zTestUnique.test_first_nan_keptc                 C   sZ   ||u rd S t j||gtd}t |¡}|jdksJ ‚|d |u s#J ‚|d |u s+J ‚d S )Nr0   rO   r   rN   )r@   rU   r<   rd   r:   rô   )rE   Úunique_nulls_fixtureÚunique_nulls_fixture2rg   rÉ   r&   r&   r-   Útest_do_not_mangle_na_valuesG  s   
z'TestUnique.test_do_not_mangle_na_valuesc                 C   sH   t dtjdgd |d}t |¡}tjdtjdg|d}t ||¡ d S )NrN   rO   rl   r0   )r   rd   ÚNAr:   rU   r4   rà   )rE   Úany_numeric_ea_dtyperX   rÉ   r‘   r&   r&   r-   Útest_unique_maskedQ  s   
zTestUnique.test_unique_maskedN)rì   rí   rî   rø   rù   rÿ   r  r
  r  r  r  r   r!  r#  r1  r<  r>  r¤   rï   rð   r@   rU   r<   rE  rG  rH  rR  r¯   rW  rZ  r]  r&   r&   r&   r-   rñ      s:    !*7#þþ


rñ   c                   @   sð   e Zd Zdd„ Zdd„ Zdd„ Zej dg d¢¡ej d	g d
¢¡dd„ ƒƒZ	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zdd„ Zej dg eed e g ¡g¡d!d"„ ƒZd#d$„ Zd%d&„ Zd'd(„ Zd)d*„ Zd+d,„ Zd-d.„ Zd/S )0ÚTestIsinc                 C   s¼   d}t jt|d t dd¡ W d   ƒ n1 sw   Y  t jt|d t ddg¡ W d   ƒ n1 s8w   Y  t jt|d t dgd¡ W d   ƒ d S 1 sWw   Y  d S )NzQonly list-like objects are allowed to be passed to isin\(\), you passed a \[int\]r`   rN   )r¤   r¥   r¦   r   Úisin)rE   re   r&   r&   r-   Útest_invalidZ  s   ÿÿÿ"ÿz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 )NrN   rO   TFrg   rh   )r   r_  r@   rU   r4   rC   r   r;  r&   r&   r-   ru   g  s6   zTestIsin.test_basicc                 C   s8  t dddj}t ||d g¡}t g d¢¡}t ||¡ t ||dd… ¡}t g d¢¡}t ||¡ t |t|dd… ƒ¡}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… ƒ¡}t g d¢¡}t ||¡ d S )	Nr{   rl   ©Úperiodsr   )TFFrO   r  r   )
r   rW   r   r_  r@   rU   r4   rC   rŒ   r   rF  r&   r&   r-   Útest_i8  s(   zTestIsin.test_i8Údtype1)r  r  úM8[ns, UTC]ú	period[D]r1   )rÑ   Úf8rÐ   c                 C   sˆ   t dddj}|dkr| d¡}n|dkr| d¡}nt| d¡ƒ |¡j}| d¡ |¡}t ||¡}t	j
|jtd	}t ||¡ d S )
Nz
2013-01-01rl   ra  rf  rû   re  ÚUTCrÑ   r0   )r   Ú_valuesÚ	to_periodÚtz_localizer   Úviewr=   r   r_  r@   ÚzerosÚshaper;   r4   rC   )rE   r1   rd  Údtart   ÚcompsrÉ   r‘   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 )
NÚ20000101i€„ r  )rb  r   r   rO   r0   TrN   )
r   rW   r   r_  r@   rm  r‹   r;   r4   rC   ©rE   r  rÉ   r‘   r&   r&   r-   Ú
test_large¾  s   zTestIsin.test_largec                 C   sv   t  g d¢¡}g d¢}ttdgƒ ||¡ƒ}ttdgƒ t  ddg¡|¡ƒ}t  g d¢¡}t ||¡}t ||¡ d S ©Nrâ   rj   rN   r   )TTFT)	r@   rU   r   r   Ú
from_codesr   r_  r4   rC   )rE   ÚvalsÚcatsÚSdÚStr‘   rÉ   r&   r&   r-   Útest_categorical_from_codesÆ  s    z$TestIsin.test_categorical_from_codesc                 C   sn   t  g d¢¡}g d¢}tdgƒ ||¡}tdgƒ t  ddg¡|¡}t  g d¢¡}t ||¡}t ||¡ d S ru  )r@   rU   r   rv  r   r_  r4   rC   )rE   rw  rx  ÚcatÚotherr‘   rÉ   r&   r&   r-   Útest_categorical_isinÐ  s   zTestIsin.test_categorical_isinc                 C   s8   t jg}t jg}t  dg¡}t ||¡}t ||¡ d S )NT)r@   rV   rU   r   r_  r4   rC   ©rE   rp  rW   r‘   rÉ   r&   r&   r-   Útest_same_nan_is_inÚ  s
   zTestIsin.test_same_nan_is_inc                 C   sJ   t  dd¡}t j|d< t |t jdg¡}t jt|ƒtd}t 	||¡ d S ©NrS   iAB r   rN   r0   )
r@   r  rV   r   r_  Úonesr‹   r;   r4   rC   rs  r&   r&   r-   Útest_same_nan_is_in_largeæ  s
   
z"TestIsin.test_same_nan_is_in_largec                 C   sT   t  dd¡}t|ƒ}t j|d< | t jdg¡}tt jt|ƒtdƒ}t 	||¡ d S r  )
r@   r  r   rV   r_  r‚  r‹   r;   r4   Úassert_series_equal)rE   r  ÚseriesrÉ   r‘   r&   r&   r-   Ú test_same_nan_is_in_large_seriesî  s   
z)TestIsin.test_same_nan_is_in_large_seriesc                 C   s`   G dd„ dƒ}|ƒ |ƒ }}t  t |g|g¡t dg¡¡ t  t |g|g¡t dg¡¡ d S )Nc                   @   s"   e Zd Zdefdd„Zdd„ ZdS )z0TestIsin.test_same_object_is_in.<locals>.LikeNanÚreturnc                 S   ó   dS )NFr&   )rE   r}  r&   r&   r-   Ú__eq__þ  ó   z7TestIsin.test_same_object_is_in.<locals>.LikeNan.__eq__c                 S   rˆ  )Nr   r&   )rE   r&   r&   r-   Ú__hash__  rŠ  z9TestIsin.test_same_object_is_in.<locals>.LikeNan.__hash__N)rì   rí   rî   r;   r‰  r‹  r&   r&   r&   r-   ÚLikeNaný  s    rŒ  TF)r4   rC   r   r_  r@   rU   )rE   rŒ  rg   rh   r&   r&   r-   Útest_same_object_is_in÷  s    $zTestIsin.test_same_object_is_inc                 C   s¸   t dƒg}t dƒg}|d |d usJ ‚t ||¡}t t dg¡|¡ t tj|tdtj|td¡}t t dg¡|¡ t tj|tj	dtj|tj	d¡}t t dg¡|¡ d S )NrV   r   Tr0   )
Úfloatr   r_  r4   rC   r@   rU   rA   r<   r¯   )rE   rp  rW   rÉ   r&   r&   r-   rR  
  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*   Ú42F)r@   rU   r   r_  r4   rC   r  r&   r&   r-   Útest_no_cast"  s
   zTestIsin.test_no_castÚemptyr0   c                 C   s6   t ddgƒ}t ddg¡}t ||¡}t ||¡ d S )Nrg   rh   F)r   r@   rU   r   r_  r4   rC   )rE   r“  rw  r‘   rÉ   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  g d¢¡}t ||¡}t ||¡ d S )NrV   ù              ð?r0   )FFT)	r@   rU   rV   rŽ  r<   r   r_  r4   rC   )rE   rp  rw  r‘   rÉ   r&   r&   r-   Útest_different_nan_objects4  s
   z#TestIsin.test_different_nan_objectsc                 C   sÐ   t  dt  dd¡¡d }t  dt  dd¡¡d }||ksJ ‚||ks$J ‚tj||gtjd}tj|gtjd}t ||¡}t ddg¡}t 	||¡ tj|gtjd}t ||¡}t ddg¡}t 	||¡ d S )NrI  rJ  rK  r   rL  r0   T)
rM  rN  rO  r@   rU   r¯   r   r_  r4   rC   )rE   rP  rQ  rt   Úlookup1rÉ   r‘   Úlookup2r&   r&   r-   Útest_different_nans_as_float64<  s   z'TestIsin.test_different_nans_as_float64c                 C   ó<   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 1rW   rN   rO   r?  FN©r   r_  r4   Úassert_frame_equal©rE   ÚdfrÉ   Úexpected_falser&   r&   r-   Útest_isin_int_df_string_searchR  ó   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 )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 NaNrW   rO   ÚNaNFN)r   r@   rV   r_  r4   rœ  r  r&   r&   r-   Útest_isin_nan_df_string_searchZ  s   z'TestIsin.test_isin_nan_df_string_searchc                 C   rš  )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 1.4245rW   g˜nƒÀÊö?gö#Ed˜@z1.4245FNr›  r  r&   r&   r-   Ú test_isin_float_df_string_searchb  r¡  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 r0   l    
G F)r   r@   r¸   r_  r4   r„  ©rE   rX   rÉ   r‘   r&   r&   r-   Útest_isin_unsigned_dtypej  s   z!TestIsin.test_isin_unsigned_dtypeN)rì   rí   rî   r`  ru   rc  r¤   rï   rð   rq  rt  r{  r~  r€  rƒ  r†  r  rR  r’  r   r<   r@   rU   r”  r–  r™  r   r£  r¤  r¦  r&   r&   r&   r-   r^  Y  s0    &

		
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   s~   t j d¡ ddlm} t j d¡}||dƒ}t |¡}g d¢}t 	|¡ 
tdd¡}tg d¢|d	}t | ¡ | ¡ ¡ d S )
NiÒ  r   )Úcutrm   )g´Èv¾Ÿó¿g…ëQ¸á¿g`åÐ"Ûù¾?gw¾Ÿ/Ýè?g!°rh‘íö?Tr*  )rN   rN   rN   rN   r'   )r@   rõ   ÚseedÚpandas.core.reshape.tiler¨  Úrandnr   Úvalue_countsr   Úfrom_breaksr=   ÚCDTr   r4   r„  Ú
sort_index)rE   r¨  rt   ÚfactorrÉ   Úbreaksr(   r‘   r&   r&   r-   Útest_value_countss  s   

z!TestValueCounts.test_value_countsc                 C   sr   g d¢}t j|dd}tdgt dg¡d}t ||¡ t j|ddd	}tddgt d
dg¡d}t ||¡ d S )N)rN   rO   rl   rm   rN   ©Úbinsrm   )ç¬Zd;ßï?ro   r'   rO   F)r´  r!   )rµ  ç      @)r¶  ro   )r   r¬  r   r   r9   r4   r„  rs  r&   r&   r-   Útest_value_counts_bins  s   ÿz&TestValueCounts.test_value_counts_binsc                 C   s¬   t  ddg¡}t|ƒdksJ ‚t jddgdd}t|ƒdks J ‚t  tg d¢ƒ¡}t|ƒdks1J ‚d}tjt|d t jddgdd W d   ƒ d S 1 sOw   Y  d S )	NrN   rS   r³  )rN   rS   r?  rO   z*bins argument only works with numeric datar`   r?  )r   r¬  r‹   r   r¤   r¥   r¦   )rE   rÉ   re   r&   r&   r-   Útest_value_counts_dtypes  s   "ÿz(TestValueCounts.test_value_counts_dtypesc                 C   sŽ   t t d¡tgdd}tddgƒ}||fD ]}t |¡}tj|dd}t|ƒdks+J ‚t|ƒd	ks3J ‚qt td
ƒdiƒ}t	 
t |¡|¡ d S )Nr  r  r0   r   z
2014-01-01F©ÚdropnarN   rO   z2014-01-01 00:00:00)r   r@   Útimedelta64r   r   r   r¬  r‹   r   r4   r„  )rE   ÚtdÚdtr  ÚvcÚ
vc_with_naÚexp_dtr&   r&   r-   Útest_value_counts_nat›  s   
z%TestValueCounts.test_value_counts_natc              
   C   sÊ   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 g d¢|d}t ||¡ tt dtj	gƒd	d
}t dtj	gtd}t ||¡ d S )Ni¸  rN   iˆ  ip  r0   ©rl   rO   rN   r'   z
2362-01-01Úignore)Úerrors)
r   r   r¬  r   r<   r4   r„  r   r@   rV   )rE   r  ÚresÚ	exp_indexrs   r&   r&   r-   Ú&test_value_counts_datetime_outofbounds©  s&   





úÿ
 þz6TestValueCounts.test_value_counts_datetime_outofboundsc                 C   sr   t ttdƒƒƒ}| ¡ }t g d¢tg d¢ƒd}tj||dd |j ¡ }| ¡ }|j	 ¡ |_	tj||dd d S )NÚaaabbcrÂ  rj   r'   T©Úcheck_index_type)
r   r   r?   r¬  r   r4   r„  r|  Ú
as_orderedr(   rs  r&   r&   r-   r1  Ã  s   
z TestValueCounts.test_categoricalc                 C   s6  t ttdƒƒƒ}tj|jd< | ¡ }t g d¢tg d¢g d¢dd}tj	||dd |jd	d
}t g d¢tdddtjgƒd}tj	||dd t ttdƒdg d¢dƒ}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g d¢ddd}tj	||dd d S )NÚ
aaaaabbbccrN   )rm   rl   rO   rj   r-  r'   TrÉ  Fr¹  )rm   rl   rO   rN   rg   rh   ri   )rh   rg   ri   )r(  r'  r&  )
r   r   r?   r@   rV   Úilocr¬  r   r4   r„  rs  r&   r&   r-   Útest_categorical_nansÐ  s>   þÿÿþÿþz%TestValueCounts.test_categorical_nansc                 C   sX   t ttdƒtdƒddƒ}| ¡ }t g d¢tg d¢tdƒddd}tj||dd d S )	NÚbbbaacÚabcdTr&  )rl   rO   rN   r   )rh   rg   ri   rI  r'   rÉ  )r   r   r?   r¬  r4   r„  rs  r&   r&   r-   Útest_categorical_zeroesô  s   ÿþz'TestValueCounts.test_categorical_zeroesc              	   C   s¨  t  tg d¢ƒjddtddgddgd¡ t  tg d¢ƒjddtddgddg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¡ t  tdgd	 dgd  d gd  ƒjddtg d¢ddtjgd¡ t  tg d¢ƒjddtddgddgd¡ t  tg d¢ƒjddtddgddgd¡ t  tg d¢ƒjddtddgddgd¡ tg d¢ƒjdd}tg d¢ddtjgd}t  ||¡ d S )Nr  Tr¹  rO   rN   Fr'   rl   rk   r0   )rk   rl   rO   )çš™™™™™$@rn   rn   rn   rÒ  )rÒ  rn   rn   N)rÒ  rÒ  rn   rn   rn   NrÂ  )r4   r„  r   r¬  r   r<   r@   rV   r;  r&   r&   r-   Útest_dropna   s>   þþ(þ(þþþþzTestValueCounts.test_dropnar1   r  c                 C   s¢   t dgd dgd  tjgd  ƒ}| |¡}|jddd}t g d¢t tjd	d
g|dd}t ||¡ |jddd}t ddgt d	d
g|dd}t ||¡ d S )NrN   rO   rl   rk   TF)Ú	normalizerº  )g      à?g333333Ó?gš™™™™™É?rT   rS   r0   r'   g333333ã?gš™™™™™Ù?)r   r@   rV   r=   r¬  r4   r„  )rE   r1   r  Ús_typedrÉ   r‘   r&   r&   r-   Útest_value_counts_normalized&  s   $
ÿz,TestValueCounts.test_value_counts_normalizedc                 C   sx   t jdgt jd}tdgdgd}t |¡}t ||¡ t jddgtd}tddgddgd}t |¡}t ||¡ d S )NrÍ   r0   rN   r'   r]   )	r@   rU   r¸   r   r   r¬  r4   r„  r<   )rE   rt   r‘   rÉ   r&   r&   r-   Útest_value_counts_uint645  s   

z(TestValueCounts.test_value_counts_uint64N)rì   rí   rî   r²  r·  r¸  rÁ  rÇ  r1  rÎ  rÑ  rÓ  r¤   rï   rð   r@   r¯   r<   rÖ  r×  r&   r&   r&   r-   r§  r  s    $&
r§  c                   @   s$  e Zd Zdd„ Zej de g d¢¡e dddej	ddddej	d	g
¡e g d
¢¡ejg d¢e
dejg d¢ejdg¡dd„ ƒZdd„ Zej deg d¢ƒe dd¡g¡dd„ ƒZej dg d¢g d¢fg d¢ddgfg d¢g d¢fg¡dd „ ƒZej d!g d"¢ejg d#¢e
dfg¡d$d%„ ƒZd&S )'Ú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 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   rN   rO   r0   )FFFTFTÚfirst©ÚkeepÚlast)TFTFFFF)TFTTFTé   rm   T)r@   rU   rV   r<   r   Ú
duplicatedr4   rC   r“  Ú	enumerateÚzip)rE   ÚkeysrÉ   r‘   r    ÚtÚfalsesÚtruesr&   r&   r-   Útest_duplicated_with_nasD  s:   
(ÿ



z'TestDuplicated.test_duplicated_with_nasÚcase)
rN   rO   rN   rk   rl   rO   rm   rN   rk   é   gš™™™™™ñ?gš™™™™™@gffffff
@gš™™™™™@gffffff@)
ù      ð?      ð?ù       @       @rè  ù      @      @y      @      @ré  y      @      @rè  rê  y      @      @)
rg   rh   rg   Úeri   rh   rI  rg   rë  Úfr0   )
rN   rÍ   rN   éó   rÄ   rÍ   é'   rN   rí  é   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|ƒt|ddfD ]&}|jdd}t ||¡ |jdd}t ||¡ |jdd}t ||¡ qCt|ƒt|ddfD ],}	|	jdd}t |t|ƒ¡ |	jdd}t |t|ƒ¡ |	jdd}t |t|ƒ¡ qtd S )	N©
FFTFFTFTTF©
TTTTFFFFFFrÙ  rÚ  rÜ  FÚcategoryr0   )	r@   rU   r   rÞ  r4   rC   r   r   r„  )
rE   ræ  Ú	exp_firstÚexp_lastÚ	exp_falseÚ	res_firstÚres_lastÚ	res_falseÚidxr  r&   r&   r-   Útest_numeric_object_likesk  s8   ÿÿøz(TestDuplicated.test_numeric_object_likesc                 C   sÒ  g d¢}g d¢}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  g d	¢¡}t  g d
¢¡}||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 ]&}|jdd}t ||¡ |jdd}	t |	|¡ |jdd}
t |
|¡ qƒt|ƒt|ddt|tdfD ],}|jdd}t 	|t|ƒ¡ |jdd}	t 	|	t|ƒ¡ |jdd}
t 	|
t|ƒ¡ q¹qKd S )N)
ú
2011-01-01ú
2011-01-02rû  r   ú
2011-01-03rü  z
2011-01-04rû  r   z
2011-01-06)
ú1 daysú2 daysrþ  r   z3 daysrÿ  z4 daysrþ  r   z6 daysc                 S   rž   r&   ©r   ©r)   rI  r&   r&   r-   r.   È  r¡   z6TestDuplicated.test_datetime_likes.<locals>.<listcomp>c                 S   ó   g | ]}t |d d‘qS )r3  r4  r   r  r&   r&   r-   r.   É  ó    c                 S   r  )rû   r~   )r   r  r&   r&   r-   r.   Ê  r  c                 S   s   g | ]}t  |¡‘qS r&   )r@   rÂ   r  r&   r&   r-   r.   Ë  r/   c                 S   rž   r&   )r   r  r&   r&   r-   r.   Ì  r¡   rð  rñ  rÙ  rÚ  rÜ  Frò  r0   )
r@   rU   r   rÞ  r4   rC   r   r<   r   r„  )rE   r½  r¼  Úcasesró  rô  rõ  ræ  rö  r÷  rø  rù  r  r&   r&   r-   Útest_datetime_likes¬  sX   ûÿÿ

ý

ýôæz"TestDuplicated.test_datetime_likesr—   r   rl   c                 C   s,   |j du sJ ‚t | ¡ t g d¢¡¡ d S )NT)FFF)Ú	is_uniquer4   rC   rÞ  r@   rU   )rE   ræ  r&   r&   r-   Útest_unique_indexÿ  s   z TestDuplicated.test_unique_indexzarr, uniques)r•   ©r   rN   ©rN   r   r“   r•   r  r	  r“   )r•   r  r	  r“   )©rh   ri   ©rg   rh   r  r
  r
  r  )rÕ   ©rh   rO   ©rg   rl   rÕ   )rÕ   r  r  c                 C   s8   t jt|ƒtd}||d d …< t |¡}t ||¡ d S r˜   )r@   r“  r‹   r<   rd   r:   r4   rC   )rE   rt   rZ   r‘   rÉ   r&   r&   r-   Útest_unique_tuples  s   
z!TestDuplicated.test_unique_tupleszarray,expected)rè  r   rN   r•  ù      ð?       @r  )rè  y                y      ð?        r•  r  c                 C   rA  rB  rC  )rE   rU   r‘   rÉ   r&   r&   r-   Útest_unique_complex_numbers  s   
z*TestDuplicated.test_unique_complex_numbersN)rì   rí   rî   rå  r¤   rï   rð   r@   rU   rV   r<   r¸   rú  r  r   rd   rÆ   r  r  r  r&   r&   r&   r-   rØ  C  sN    ' ÿ
ÿîþ
( S
þþ÷þ
ýÿþ
rØ  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FloatÚIntÚUIntc                 C   sÞ   t td| d ƒ}t|dƒƒ}|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}|ƒ  |j¡}t ||¡ |ƒ j|jdd\}}	t ||¡ ||	 }
t |
|j¡ d S )NÚmaker   rý   éô  éö  rl   T©ÚfracÚreplace©Údropr­   rÙ  rÚ  )Úreturn_inverse)r6   r4   r   r‰   ÚFloat64HashTabler@   rV   ÚlocÚPyObjectHashTabler   ÚsampleÚreset_indexrW   r°   Údrop_duplicatesr:   rC   )rE   ÚhtableÚtm_dtyper²   Úmakerr  Ús_duplicatedÚexpected_uniqueÚresult_uniqueÚresult_inverseÚreconstrr&   r&   r-   Útest_hashtable_unique+  s"   


ÿz#TestHashTable.test_hashtable_uniquec                 C   sØ   t td| d ƒ}t|dƒƒ}|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}|ƒ  |j¡\}}	| ¡  ¡ j}
t ||
¡ ||	|   }| ¡ j}t ||¡ d S )Nr  r   rý   r  r  rl   Tr  r  r­   )r6   r4   r   r‰   r  r@   rV   r   r!  r   r"  r#  rW   r°   r   r7   rº  r$  rC   )rE   r%  r&  r²   r'  r  r(  Úna_maskr*  r+  r)  Úresult_reconstructÚexpected_reconstructr&   r&   r-   Útest_hashtable_factorizeS  s   



z&TestHashTable.test_hashtable_factorizeN)rì   rí   rî   r¤   rï   rð   r‰   r!  ÚStringHashTabler  ÚInt64HashTableÚUInt64HashTabler-  r1  r&   r&   r&   r-   r  *  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TestRankrt   rn   rN   rO   rl   ro   c                 C   s`   ddl m} t |¡}t |¡ }| ¡ }t |¡}tj||< ||ƒ}tj	||< t
 ||¡ d S )Nr   )Úrankdata)Úscipy.statsr6  r@   rU   ÚisfiniteÚcopyÚlibalgosÚrank_1drx   rV   r4   r  )rE   rt   r6  ÚmaskrÉ   rs   r&   r&   r-   Útest_scipy_compat}  s   	



zTestRank.test_scipy_compatr1   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 )NrN   rO   r0   rÚ   r­   )	r@   rU   r¯   r°   r   r   Úrankr4   rC   )rE   r²   r1   rs   r›   rX   rÉ   r&   r&   r-   ru   ’  s   
zTestRank.test_basicc                 C   s:   t jddgt jd}tddg|d}t t |¡|¡ d S )NrN   rO   r0   rÍ   )r@   rU   r¯   r   r4   rC   r   r?  )rE   r1   rs   r  r&   r&   r-   r!  œ  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   ƒ d S 1 s)w   Y  d S )Nr—   )rm   rk   rç  )rï  rÝ  é	   z%Array with ndim > 2 are not supportedr`   )r@   rU   r¤   r¥   r¦   r   r?  )rE   rt   re   r&   r&   r-   Útest_too_many_ndims£  s
   "ÿz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)ÚpctrN   i  rO   )r@   rr   r   r?  ÚmaxÚreshape)rE   rW   rÉ   r&   r&   r-   Útest_pct_max_many_rowsª  s   
zTestRank.test_pct_max_many_rowsN)rì   rí   rî   r¼  Úskip_if_no_scipyr¤   rï   rð   r@   rV   r=  Ú	typecodesru   r¯   r¸   r!  rA  Ú
single_cpurE  r&   r&   r&   r-   r5  |  s     þþ
	
r5  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 )Nr…   r0   iÚ  é   é   r<   r]   )	r@   rU   r   r:  ÚpadrB   r4   rC   Úbackfill)ÚoldÚnewrÉ   r‘   r&   r&   r-   Ú!test_pad_backfill_object_segfault¶  s   rO  c                   @   s   e Zd Zdd„ Zdd„ ZdS )ÚTestTseriesUtilc                 C   s¦   t g d¢ƒ}t ttdƒƒƒ}tjd |j|jƒ}tjg d¢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g d
¢tjd}t	 
||¡ d S )N©rN   rk   rÄ   rI  Úint64_t)r   r   rN   rN   rN   rN   rO   rO   rO   rO   rO   r]   r0   rN   rm   rk   rÄ   ©r]   r]   r]   r]   r]   )r   r?   r£   r:  rL  rW   r@   rU   rB   r4   rC   ©rE   rM  rN  ÚfillerÚexpect_fillerr&   r&   r-   Útest_backfillÍ  s   zTestTseriesUtil.test_backfillc                 C   s¢   t g d¢ƒ}t ttdƒƒƒ}tjd |j|jƒ}tjg d¢tjd}t	 
||¡ t ddgƒ}t t d¡ƒ}tjd |j|jƒ}tjg d¢tjd}t	 
||¡ d S )	NrQ  rI  rR  )r]   r   r   r   r   rN   rN   rN   rN   rN   rO   rO   r0   rk   rÄ   rS  )r   r?   r£   r:  rK  rW   r@   rU   rB   r4   rC   rr   rT  r&   r&   r-   Útest_padÞ  s   zTestTseriesUtil.test_padN)rì   rí   rî   rW  rX  r&   r&   r&   r-   rP  Ì  s    rP  c                  C   s6   t jg d¢ddt jg d¢ddg} t | ¡rJ ‚d S )N)|rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rl   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rO   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   rN   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r¼   r0   )|é   é   é   é   é   é   é   é   é   é   r†   é   é   r¢   é   é   é   é   rI  é   rÄ   r@  rÝ  rï  rç  rk   rm   rl   rO   rN   r   rY  rZ  r[  r\  r]  r^  r_  r`  ra  rb  r†   rc  rd  r¢   re  rf  rg  rh  rI  ri  rÄ   r@  rÝ  rï  rç  rk   rm   rl   rO   rN   r   rY  rZ  r[  r\  r]  r^  r_  r`  ra  rb  r†   rc  rd  r¢   re  rf  rg  rh  rI  ri  rÄ   r@  rÝ  rï  rç  rk   rm   rl   rO   rN   r   rY  rZ  r[  r\  r]  r^  r_  r`  ra  rb  r†   rc  rd  r¢   re  rf  rg  rh  rI  ri  rÄ   r@  rÝ  rï  rç  rk   rm   rl   rO   rN   r   )r@   rU   r:  Úis_lexsorted)Úfailurer&   r&   r-   Útest_is_lexsortedï  s   ~ ~ ý  rl  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   rý   rÚ   Ú	mergesort)Úkindi@B )r@   rõ   rö   r=   rB   r:  Úgroupsort_indexerÚargsortr4   rC   Úlexsort)rg   rh   rÉ   r‘   rŽ   r&   r&   r-   Útest_groupsort_indexerø  s   rr  c                     s„  t  ¡ ‰ t  ¡ ‰ˆtdƒdddtdƒˆ g} t‡ fdd„| D ƒƒs"J ‚t‡ fdd„| D ƒƒs/J ‚ˆ ˆ kr7ˆ ˆ ks9J ‚ˆ ˆ k sAˆ ˆ krCJ ‚t  ¡ t  ¡ ksMJ ‚t  ¡ t  ¡ krWJ ‚t‡fd	d„| D ƒƒsdJ ‚t‡fd
d„| D ƒƒsqJ ‚ˆˆkryˆˆks{J ‚ˆˆk sƒˆˆkr…J ‚t  ¡ t  ¡ ksJ ‚t  ¡ t  ¡ kr™J ‚t| ƒD ]
}t|ƒ| ks§J ‚qt t  ¡ gd ¡ 	¡  t t  ¡ gd ¡ 	¡  d S )Nz-infg}Ã”%­I²Ôr   g}Ã”%­I²Trx   c                 3   s    | ]}ˆ |kV  qd S rB  r&   ©r)   ry   ©ÚInfr&   r-   Ú	<genexpr>  ó   € z%test_infinity_sort.<locals>.<genexpr>c                 3   s     | ]}ˆ |kp|ˆ u V  qd S rB  r&   rs  rt  r&   r-   rv    ó   € c                 3   s    | ]}ˆ |kV  qd S rB  r&   rs  ©ÚNegInfr&   r-   rv  #  rw  c                 3   s     | ]}ˆ |k p|ˆ u V  qd S rB  r&   rs  ry  r&   r-   rv  $  rx  é    )
r:  ÚInfinityÚNegInfinityrŽ  Úallr   Úsortedr@   rU   rp  )Úref_numsÚpermr&   ©ru  rz  r-   Útest_infinity_sort  s&   rƒ  c                  C   s¼   t  ¡ } t  ¡ }| tjkrJ ‚| tjkrJ ‚| tjk rJ ‚| tjkr$J ‚| tjkr+J ‚| tjks2J ‚|tjkr9J ‚|tjkr@J ‚|tjk rGJ ‚|tjkrNJ ‚|tjkrUJ ‚|tjks\J ‚d S rB  )r:  r|  r}  r@   rV   r‚  r&   r&   r-   Útest_infinity_against_nan2  s   r„  c                  C   s*   t jdt jd} t | ¡}|| u sJ ‚d S )NrÚ   r0   )r@   rr   rB   r:  Úensure_platform_int)rt   rÉ   r&   r&   r-   Útest_ensure_platform_intE  s   
r†  c               	   C   sÎ  d} t  t j¡j}t  t j¡j}tjt| d t 	t  
||g¡|¡ W d   ƒ n1 s-w   Y  tjt| d t 	t  
||g¡t  
||g¡¡ W d   ƒ n1 sTw   Y  tjt| d t 	t  
||g¡|¡ W d   ƒ n1 svw   Y  tjt| d t 	t  
||g¡t  
||g¡¡ W d   ƒ n1 sw   Y  tjt| d t 	t  
||g¡t  
||g¡¡ W d   ƒ n1 sÄw   Y  tjt| d tj	t  
||g¡t  
||g¡t  
ddg¡d W d   ƒ n1 sòw   Y  tjt| d tj	t  
||g¡t  
||g¡t  
ddg¡d W d   ƒ n	1 s!w   Y  tjt| d% tj	t  
||g¡t  
||g¡t  
ddg¡t  
ddg¡d W d   ƒ n	1 sVw   Y  tjt| d/ t t¡ t 	t  
||g¡t  
t j|g¡¡ W d   ƒ n	1 s…w   Y  W d   ƒ n	1 s•w   Y  tj	t  
||g¡t  
||g¡t  
ddg¡d tj	t  
||g¡t  
||g¡t  
ddg¡d tj	t  
||g¡t  
||g¡t  
ddg¡t  
ddg¡d d S )NzOverflow in int64 additionr`   FT)Úarr_mask)Úb_mask)r‡  rˆ  )r@   Úiinfor¼   rC  Úminr¤   r¥   ÚOverflowErrorr   Úchecked_add_with_arrrU   r4   rb   ÚRuntimeWarningrV   )re   ÚmÚnr&   r&   r-   Útest_int64_add_overflowL  sl   ÿ"ÿÿ"ÿ"ÿ$ÿÿ$ÿÿüÿ$ÿ€ÿ$ÿ$ÿ
ür  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 )Nr0   )r1   r(   )
r   r@   r¯   r   Úintr4   rC   r   ÚmoderW   ©rE   rs   r&   r&   r-   Útest_no_mode  s   zTestMode.test_no_moder½  r>  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 )NrN   r0   ©r   r4   rC   r   r“  rW   r„  ©rE   r½  Ú
exp_singleÚdata_singleÚ	exp_multiÚ
data_multirX   rs   r&   r&   r-   Útest_mode_single…  s   zTestMode.test_mode_singlec                 C   sP   t dgtd}t t dg¡|j¡ t g d¢td}t t g d¢¡|j¡ d S )NrN   r0   rj   )r   r’  r4   rC   r   r“  rW   r<   r”  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 )NrN   rk   rO   rl   r0   r–  r—  r&   r&   r-   Útest_number_modeŸ  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 )Nrh   rg   rO   rl   ri   r0   r–  )rE   rs   r›   rX   r&   r&   r-   Útest_strobj_mode±  s   zTestMode.test_strobj_modec                 C   s\   dg}dgd dgd  }t ||d}t ||d}t t |j¡|j¡ t | ¡ |¡ d S )NÚbarrÓ   rO   rl   r0   r–  )rE   r½  rs   r›   rX   r&   r&   r-   Útest_strobj_multi_charº  s   zTestMode.test_strobj_multi_charc                 C   ó   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)ú
1900-05-03rý  ú
2013-01-02r  r0   )rý  r¤  r£  rý  r¤  )rý  r¤  r£  rý  r¤  ©r   r4   rà   r   r“  rW   ri  r„  ©rE   rs   rX   r&   r&   r-   Útest_datelike_modeÄ  ó   þzTestMode.test_datelike_modec                 C   r¢  )N)ú-1 daysú0 daysrþ  r  r0   )rþ  r©  rª  ú2 minr   ©r   r   z-1 dayz-1 day 2 minr«  r«  r¥  r¦  r&   r&   r-   Útest_timedelta_modeÒ  r¨  zTestMode.test_timedelta_modec                 C   s@   t dgƒ}t g d¢ƒ}t t |j¡|j¡ t | ¡ |¡ d S )NrÓ   )rN   rÓ   rÓ   r–  r¦  r&   r&   r-   Útest_mixed_dtypeà  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 )NrÍ   r0   )rN   rÍ   rÍ   rN   )	r   r@   r¸   r4   rC   r   r“  rW   r„  r¦  r&   r&   r-   r!  æ  s   zTestMode.test_uint64_overflowc                 C   s  t ddgƒ}|}d}tjt|d | ¡ }W d   ƒ n1 s w   Y  t ||¡ t g d¢ƒ}t dgddgd}tjt|d | ¡ }W d   ƒ n1 sPw   Y  t ||¡ t g d¢ƒ}t dd	gg d
¢d}tjt|d | ¡ }W d   ƒ n1 sw   Y  t ||¡ d S )NrN   rO   zCategorical.mode is deprecatedr`   ©rN   rg   rg   rg   r-  ©rN   rN   rO   rl   rl   rl   r—   )r   r4   rb   rc   r“  r.  )rE   ri   rs   re   rÅ  r&   r&   r-   r1  ñ  s&   
ÿ
ÿ
ÿzTestMode.test_categoricalc                 C   sà   t g d¢ƒ}tg d¢tjd}t t |¡|j¡ t g d¢ƒ}tdgt	d}t t |¡|j¡ t g d¢ƒ}tddgtjd}t t |¡|j¡ t g d¢d	d}t
jtd
d t |¡ W d   ƒ d S 1 siw   Y  d S )Nr—   r0   r¯  rg   r°  rN   rl   r¬  r  ÚTimedeltaIndexr`   )r   r   r@   r¼   r4   rC   r   r“  rW   r<   r¤   r¥   ÚAttributeError)rE   rù  rs   r&   r&   r-   Ú
test_index	  s    þ"þzTestMode.test_indexc                 C   s6   t g d¢dd}| ¡ }t dgdd}t ||¡ d S )N)rN   rN   rl   rÓ   r+  rN   )r   r“  r4   r„  r¥  r&   r&   r-   Útest_ser_mode_with_name	  s   z TestMode.test_ser_mode_with_nameN)rì   rí   rî   r•  r¤   rï   rð   r@   rG  rœ  r  rž  rŸ  Ústrr<   r¡  r§  r­  r®  r!  r1  r³  r´  r&   r&   r&   r-   r‘  €  s"    

	
	r‘  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TestDiffr1   r  r  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 )NrI  rl   rm   r   ÚnsrO   rN   r   ©Úaxisr  r0   )r@   rr   r=   r¼   rl  rD  r1   Útyper   Údiffr‚  rn  r»  r4   rC   ÚT©rE   r1   rt   rÉ   r‘   r&   r&   r-   Ú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   ƒ d S 1 s%w   Y  d S )	Nr9  rl   z
US/Pacific)rb  r5  z#cannot diff DatetimeArray on axis=1r`   rN   r¸  )r   Ú_datar¤   r¥   Ú
ValueErrorr   r»  )rE   ro  re   r&   r&   r-   Útest_diff_ea_axis3	  s
   "ÿzTestDiff.test_diff_ea_axisÚint8Ú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   rN   rN   r   r   r0   rN   r   r]   Úfloat32)r@   rU   r   r»  rV   r4   rC   r½  r&   r&   r-   Útest_diff_low_precision_int:	  s   z$TestDiff.test_diff_low_precision_intN)	rì   rí   rî   r¤   rï   rð   r¾  rÁ  rÅ  r&   r&   r&   r-   r¶  "	  s    
r¶  Úopc                 C   sh   | g d¢ƒ}| g d¢ƒ}| g d¢ƒ}t |tjƒr&t ||¡}t ||¡ d S t ||¡}t ||¡ d S )N)rl   rN   rl   rm   )rO   rl   rN   rN   )rl   rl   rN   rN   rm   rO   )r8   r@   rß   r   Úunion_with_duplicatesr4   rC   rà   )rÆ  ÚlvalsÚrvalsr‘   rÉ   r&   r&   r-   Útest_union_with_duplicatesB	  s   rÊ  )Pr   Ú	itertoolsr   rM  Únumpyr@   r¤   Úpandas._libsr   r:  r   r‰   Úpandas.compatr   Úpandas.errorsr   Úpandas.util._test_decoratorsÚutilÚ_test_decoratorsr¼  Úpandas.core.dtypes.commonr   r	   r
   r   r   Úpandas.core.dtypes.dtypesr   r®  Úpandasrd   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Úpandas._testingÚ_testingr4   Úpandas.core.algorithmsÚcoreÚ
algorithmsÚpandas.core.arraysr   Úpandas.core.commonÚcommonr™   r    rñ   r^  r§  rØ  r  r5  rO  rP  rl  rr  rƒ  r„  r†  r  r‘  r¶  rï   rð   rU   rÊ  r&   r&   r&   r-   Ú<module>   s`    L   P  [   R hR:#  !4 # 