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T) r& r' r �nowr r. r; r# r$ r2 )r �arr�factorr) r r r �test_constructor_unsortablen s z7TestCategoricalConstructors.test_constructor_unsortablec C sn t tdd�tdd�tdd�gdd�}ttdd�tdd�tdd�g�}t |dd�}t�||� t�|j|� d S )Nr+ r, r- � T)r. )r r r r �assert_categorical_equalr5 r )r rB �ii�expr r r �test_constructor_interval} s " z5TestCategoricalConstructors.test_constructor_intervalc C sF t jddddddgt jd�}t|�}t�|�� |� t|dddgd�}t�|�� |� t|dddgd�}t�|�� |� d}tjt |d�� tdd gdd d g� W d Q R X tjt |d�� tddgdddg� W d Q R X tddddg�}|j r�t �tddddg�}t|�}t� ||� tddddgdddd gd�}t|�}t� ||� tddddgdddgd�}t|�}t� ||� tddddgdddgd�}t|dddgd�}t�|�� |�� � t� |jtdddg�� tddddgdddd gd�}tt|��}t� ||� tddddgdddgd�}tt|��}t� ||� tddddg�}ttddddg��}t� ||� tddddgdddd gd�}ttddddg�dddd gd�}t� ||� tdd d t jgdd d gd�}t|j��s�t �tt jdd d g�}t|j��s�t �tt jdd d g�}t|j��st �tt jd d dg�}t|j��s<t �tdg�}t|j�dk�sZt �|jd dk�snt �t|j�dk�s�t �|jd dk�s�t �tdg�}t|j�dk�s�t �|jd dk�s�t �t|j�dk�s�t �|jd dk�s�t �t�t�� td�}W d Q R X t|j�dk�s"t �|jd dk�s6t �t|j�dk�sJt �|jd dk�s^t �t�d ��$ tddd ddd gdddgd�}W d Q R X t�d ��$ tddd ddd gd ddgd�}W d Q R X t�d ��8 tddd ddd gdd d g�}tdd gdd d gd�}W d Q R X t�d ��$ tt jg dd�d d dgdd�}W d Q R X d S )Nr/ r0 r1 )r> )r z%Categorical categories must be unique)r! r+ r, �dr- g @g �?g @r � � �int64T)r r. )r& r' Zobject_r r �assert_numpy_array_equalZ __array__r# r$ � ValueErrorr. r; rL r5 r r r �nanr r �len�codesr r ) r Zexp_arr�c1�c2r) r< Zc_oldZc_old2r1 r r r �test_constructor� s� ( ( z,TestCategoricalConstructors.test_constructorc C sd t ddddg�}t ddddgddgd�}t ||jd�}t�||� t t|�|jd�}t�||� d S )Nr/ r0 r1 )r )r r r rL r )r Zc0rY rZ �c3r r r �)test_constructor_with_existing_categories� s zETestCategoricalConstructors.test_constructor_with_existing_categoriesc C s2 d}t jt|d�� tddgdd� W d Q R X d S )Nz.^Parameter 'categories' must be list-like, was)r! r/ r0 )r )r# r$ r2 r )r r) r r r � test_constructor_not_sequence s z9TestCategoricalConstructors.test_constructor_not_sequencec C s� d}t jt|d��& ttjdddgtjdddgd� W d Q R X t jt|d��" td dddgd dddgd� W d Q R X t jt|d��" ttddg�ttd�gd� W d Q R X d S ) Nz%Categorical categories cannot be null)r! r/ r0 r1 )r ZnatZ20160101) r# r$ rU r r& rV r r r )r r) r r r �test_constructor_with_null s *& z6TestCategoricalConstructors.test_constructor_with_nullc C s\ t td�td�d�}t�|jt|�� t td�td�d�}t�|jt|�t�|jd�� d S )NZaabbcaZcab)r ) r r( r rL rA r Zastyper@ r )r �cir r r �test_constructor_with_index s z7TestCategoricalConstructors.test_constructor_with_indexc C s� t dddg�}t dd� dD ��}t�||� t td��}t�||� t�td�d d d gg� t dddgd d� dD �d �}t�||� t dddgtd�d �}t�||� d S )Nr r+ r, c s s | ] }|V qd S )Nr )�.0�xr r r � <genexpr>. s zNTestCategoricalConstructors.test_constructor_with_generator.<locals>.<genexpr>)r r+ r, r- rR r/ r0 r1 c s s | ] }|V qd S )Nr )rb rc r r r rd 6 s )r )r r rL �ranger Z from_product)r rN r< r r r � test_constructor_with_generator) s z;TestCategoricalConstructors.test_constructor_with_generatorc C sN t td��}t|�}tj|j|dd� tdddg|d�}tj|j|dd� d S )Nr- T)�exactr+ r, r )r )r re r r r5 r )r �rngr< r r r � test_constructor_with_rangeindex; s z<TestCategoricalConstructors.test_constructor_with_rangeindex�dtlz1995-01-01 00:00:00rR �s)�periods�freqz US/Eastern)rl rm �tzz1 dayc C s� t |�}t|�}t|�|�}d |j_t�|j|� t�|j t j ddd�� |� � }t |jd< t|�}t|�|�� �}d |j_t�|j|� t jdddddgt jd�}t�|j |� t|�}d |ks�t�d S ) NrR �int8)r> rD r r+ r, r- r )r r �type�_datarm r r5 r rT rX r& �arange�copyr ZilocZdropnar' ro �reprr; )r rj rk r1 r7 �s2rN rB r r r �"test_constructor_with_datetimelikeE s z>TestCategoricalConstructors.test_constructor_with_datetimelikec C sN t ddddd�}|�d �}t|�}t�|j|� tt|��}t�|j|� d S )Nz2015-01-01 10:00�Dr- z US/Eastern)rm rl rn )r � _with_freqr r r5 r r )r �idxrB r r r �-test_constructor_from_index_series_datetimetzj s zITestCategoricalConstructors.test_constructor_from_index_series_datetimetzc C s> t �� }t||g�}|jjtks$t�t|jd �t ks:t�d S )Nr )r �todayr r r> r@ r; rp )r �vr< r r r � test_constructor_date_objectss s z9TestCategoricalConstructors.test_constructor_date_objectsc C sL t dddd�}|�d �}t|�}t�|j|� tt|��}t�|j|� d S )Nz1 daysrw r- )rm rl )r rx r r r5 r r )r ry rB r r r �,test_constructor_from_index_series_timedelta{ s zHTestCategoricalConstructors.test_constructor_from_index_series_timedeltac C sB t dddd�}t|�}t�|j|� tt|��}t�|j|� d S )Nz 2015-01-01rw r- )rm rl )r r r r5 r r )r ry rB r r r �)test_constructor_from_index_series_period� s zETestCategoricalConstructors.test_constructor_from_index_series_periodrA g �?g333333�?g������?r+ r, r- rS )r> r/ r0 r1 z2014-01z2014-02z 2014-01-01z 2014-01-02)rn c C s t |�}t |�}t�||� d S )N)r r rL )r rA r1 rZ r r r �test_constructor_invariant� s z6TestCategoricalConstructors.test_constructor_invariantr. TFc C s^ dddg}t ||d�}tddddg|d�}tddddg||d�}t�||� |j|ksZt�d S )Nr0 r/ r1 )r. )r> )r r. )r r r rL r. r; )r r. r r> rB r7 r r r �test_constructor_with_dtype� s z7TestCategoricalConstructors.test_constructor_with_dtypec C s� t ddgdd�}d}tjt|d�� tddgddg|d� W d Q R X tjt|d�� tddgd|d� W d Q R X tjt|d�� tddgd |d� W d Q R X d S ) Nr/ r0 T)r. z?Cannot specify `categories` or `ordered` together with `dtype`.)r! )r r> )r. r> F)r r# r$ rU r )r r> r) r r r �(test_constructor_dtype_and_others_raises� s zDTestCategoricalConstructors.test_constructor_dtype_and_others_raisesr Nc C s6 t ddg||dd�}t ddg||d�}t�||� d S )Nr/ r0 �category)r r. r> )r r. )r r rL )r r r. rB r7 r r r � test_constructor_str_category� s z9TestCategoricalConstructors.test_constructor_str_categoryc C s. t jtdd�� tddgdd� W d Q R X d S )Nz Unknown dtype)r! r+ r, Zfoo)r> )r# r$ rU r )r r r r � test_constructor_str_unknown� s z8TestCategoricalConstructors.test_constructor_str_unknownc C s< t dddgt�d�t�d�g�}tdd� |jD ��s8t�d S )N�1�0c s s | ]}t |tj�V qd S )N)� isinstancer& �str_)rb rc r r r rd � s zGTestCategoricalConstructors.test_constructor_np_strs.<locals>.<genexpr>)r r& r� �allr r; )r r< r r r �test_constructor_np_strs� s z4TestCategoricalConstructors.test_constructor_np_strsc C sV t dddgdd�}tdddg�}t||d�}tdddgdddgdd�}t�||� d S ) Nr/ r0 r1 T)r. rP )r> )r r. )r r r rL )r r> rA rB r7 r r r �,test_constructor_from_categorical_with_dtype� s zHTestCategoricalConstructors.test_constructor_from_categorical_with_dtypec C sP t d dd�}tdddg�}t||d�}tdddgdddgdd�}t�||� d S )NT)r. r/ r0 rP )r> )r r. )r r r rL )r r> rA rB r7 r r r �4test_constructor_from_categorical_with_unknown_dtype� s zPTestCategoricalConstructors.test_constructor_from_categorical_with_unknown_dtypec C sn t dddg�}t |dddgddd�}t dddgdddgdd�}t�||� t |dddgdd�}t�||� d S ) Nr/ r0 rP r1 Tr� )r r. r> )r r. )r r rL )r rA rB r7 r r r �(test_constructor_from_categorical_string� s zDTestCategoricalConstructors.test_constructor_from_categorical_stringc C sf t ddgdddgd�}t ddgt dddg�d�}t�||� t ddgtdddg�d�}t�||� d S )Nr/ r0 r1 )r )r r rL r )r r7 rB r r r �,test_constructor_with_categorical_categories� s zHTestCategoricalConstructors.test_constructor_with_categorical_categories�klassc C s t j| td�S )N)r> )r& r' r@ )rc r r r �<lambda>� � z$TestCategoricalConstructors.<lambda>c C sJ |d|dg�}t |�}tddg�}dddg}t j||d�}t�||� d S )Nr/ r0 r rD r+ )rX r> )r r r3 r rL )r r� � nulls_fixturerA rB r> rX r7 r r r �test_construction_with_null� s z7TestCategoricalConstructors.test_construction_with_nullc C s4 dddg}t jg |d�}t g |d�}t�||� d S )Nr/ r0 r1 )r )r r3 r rL )r r< rB r7 r r r �test_from_codes_empty s z1TestCategoricalConstructors.test_from_codes_emptyc C sp t ddgd�}d}tjt|d�� tjddg|jd� W d Q R X tjt|d�� tjddg|d� W d Q R X d S )Nr+ r, )r zcodes need to be between )r! )r> )r r# r$ rU r r3 r )r r> r) r r r �"test_from_codes_too_few_categories s z>TestCategoricalConstructors.test_from_codes_too_few_categoriesc C sl t ddgd�}d}tjt|d�� tjdg|jd� W d Q R X tjt|d�� tjdg|d� W d Q R X d S )Nr+ r, )r z$codes need to be array-like integers)r! r/ )r> )r r# r$ rU r r3 r )r r> r) r r r � test_from_codes_non_int_codes s z9TestCategoricalConstructors.test_from_codes_non_int_codesc C s8 t jtdd�� tjdddgdddgd� W d Q R X d S ) Nz%Categorical categories must be unique)r! r r+ r, r/ r0 )r )r# r$ rU r r3 )r r r r �%test_from_codes_non_unique_categories s zATestCategoricalConstructors.test_from_codes_non_unique_categoriesc C s: t jtdd��" tjdddgddtjgd� W d Q R X d S ) Nz%Categorical categories cannot be null)r! r r+ r, r/ r0 )r )r# r$ rU r r3 r& rV )r r r r � test_from_codes_nan_cat_included s z<TestCategoricalConstructors.test_from_codes_nan_cat_includedc C sv t dddgd�}d}tjt|d�� tjddd g|jd� W d Q R X tjt|d�� tjddd g|d � W d Q R X d S ) Nr/ r0 r1 )r z3codes need to be between -1 and len\(categories\)-1)r! ���r+ r, )r> )r r# r$ rU r r3 r )r r> r) r r r � test_from_codes_too_negative" s z8TestCategoricalConstructors.test_from_codes_too_negativec C sh t dddgd�}tdddgdd�}tjddd g|jd�}t�||� tjddd g|d �}t�||� d S ) Nr/ r0 r1 )r F)r. r r+ r, )r> )r r r3 r r rL )r r> rN �resr r r �test_from_codes* s z+TestCategoricalConstructors.test_from_codesc C sB t ddgdddgd�}t jddg|dddg�d�}t�||� d S )Nr/ r0 r1 )r r r+ )r r3 r rL )r r� r7 rB r r r �+test_from_codes_with_categorical_categories3 s zGTestCategoricalConstructors.test_from_codes_with_categorical_categoriesc C s8 t jtdd�� t�ddg|dddg�� W d Q R X d S )Nz%Categorical categories must be unique)r! r r+ r/ r0 )r# r$ rU r r3 )r r� r r r �6test_from_codes_with_non_unique_categorical_categories; s zRTestCategoricalConstructors.test_from_codes_with_non_unique_categorical_categoriesc C sr ddt jg}tdddgd�}tjtdd�� tj||jd� W d Q R X tjtdd�� tj||d � W d Q R X d S ) Nr+ r, r/ r0 r1 )r z$codes need to be array-like integers)r! )r> ) r& rV r r# r$ rU r r3 r )r rX r> r r r � test_from_codes_with_nan_code@ s z9TestCategoricalConstructors.test_from_codes_with_nan_coderX g @r g�������?c C sh t dddgd�}d}tjt|d�� t�||j� W d Q R X tjt|d�� tj||d� W d Q R X d S )Nr/ r0 r1 )r z$codes need to be array-like integers)r! )r> )r r# r$ rU r r3 r )r rX r> r) r r r �test_from_codes_with_floatI s z6TestCategoricalConstructors.test_from_codes_with_floatc C sx d}t jt|d��& tjddgddgtddg�d� W d Q R X t jt|d��" tjddgdtddg�d � W d Q R X d S ) NzCannot specify)r! r r+ r/ r0 )r r> T)r. r> )r# r$ rU r r3 r )r r) r r r �!test_from_codes_with_dtype_raisesU s &z=TestCategoricalConstructors.test_from_codes_with_dtype_raisesc C s0 d}t jt|d�� t�ddg� W d Q R X d S )NzBoth were None)r! r r+ )r# r$ rU r r3 )r r) r r r �test_from_codes_neithera s z3TestCategoricalConstructors.test_from_codes_neitherc C sL t jddgdd�}ddg}tj||d�}tj|�t�|d�}t�||� d S )Nr r+ �Int64)r> r/ r0 )r )r6 r' r r3 Zto_numpy�intr rL )r rX r rB r7 r r r �!test_from_codes_with_nullable_intf s z=TestCategoricalConstructors.test_from_codes_with_nullable_intc C sJ t jdd gdd�}ddg}d}tjt|d�� tj||d� W d Q R X d S ) Nr r� )r> r/ r0 z codes cannot contain NA values)r! )r )r6 r' r# r$ rU r r3 )r rX r r) r r r �+test_from_codes_with_nullable_int_na_raiseso s zGTestCategoricalConstructors.test_from_codes_with_nullable_int_na_raisesr> r� c C sH ddg}t jddddgdd�}t�|||�}t�||�}t�||� d S )Nr/ r0 r r+ �i8)r> )r& r' r �_from_inferred_categoriesr3 r rL )r r> �catsrX rB r7 r r r � test_from_inferred_categoriesw s z9TestCategoricalConstructors.test_from_inferred_categoriesc C sT ddg}t jddddgdd�}t�|||�}t�ddddgddg�}t�||� d S )Nr0 r/ r r+ r� )r> )r& r' r r� r3 r rL )r r> r� rX rB r7 r r r �#test_from_inferred_categories_sorts s z?TestCategoricalConstructors.test_from_inferred_categories_sortsc C sl dddg}t jddddgdd�}td ddgd d �}t�|||�}tddddgd ddgd d �}t�||� d S ) Nr/ r0 rP r r+ r, r� )r> r1 T)r. )r r. )r& r' r r r� r rL )r r� rX r> rB r7 r r r �#test_from_inferred_categories_dtype� s z?TestCategoricalConstructors.test_from_inferred_categories_dtypec C s\ dddg}t jddddgdd�}tddg�}t�|||�}tdddt jg�}t�||� d S ) Nr� �2�badr r+ r, r� )r> )r& r' r r r� rV r rL )r r� rX r> rB r7 r r r �%test_from_inferred_categories_coerces� s zATestCategoricalConstructors.test_from_inferred_categories_coercesc C s( t dddg|d�}|jt|�ks$t�d S )Nr r+ r, )r. )r r. �boolr; )r r. r< r r r � test_construction_with_ordered� s z:TestCategoricalConstructors.test_construction_with_orderedz-Imaginary values not supported in Categorical)�reasonc C s@ dddg}t |�}t�|jt|�� t�t�|�t�|�� d S )Nr+ r, y @ �?)r r r5 r r rT r& r' )r rA rY r r r �test_constructor_imaginary� s z6TestCategoricalConstructors.test_constructor_imaginaryc C s< t tjddddgtd��}tdddg�}|j�|�s8t�d S )Nr1 )r/ r0 )r0 r/ )r> )r r& r' r@ r r �equalsr; )r r1 Zexpected_indexr r r �"test_constructor_string_and_tuples� s z>TestCategoricalConstructors.test_constructor_string_and_tuplesc C s� t jdddd�}t||d�}tjddd�}t�|j|� t�|j |� t|�}t�|j|� t�|j |� tt |��}t�|j|� t�|j |� tt |�t |�d�}t�|j|� t�|j |� |� dddg�}t||d�}t�|jtj dddgdd�� t�|j |� t jd d d d�}t||d�}tj d d d gdd�}t�|j|� t�|j |� t tdd�tdd�g�}t||d�}tj ddgdd�}t�|j|� t�|j |� d S )Nr � )rl )r ro )r> r+ r, � � r- � rD )r6 Zinterval_ranger r& rr r rT rX r5 r r( Ztaker' r r )r ry r< Zexpected_codesrA r r r � test_interval� s8 z)TestCategoricalConstructors.test_intervalc C sD t jj�|gd �}t|�}ttt jt jgdd��}t�||� d S )Nr, r@ )r> ) r6 ZarraysZ StringArray�_from_sequencer r ZNAr rL )r r� rH rB r7 r r r �)test_categorical_extension_array_nullable� s zETestCategoricalConstructors.test_categorical_extension_array_nullablec C s\ t t�d��d��}t j|d dd�}|j|jks4t�t j|d dd�}t�|j|j�rXt�d S )NrR r, F)r> rs T)r r& rr �repeatr� �_codesr; Z shares_memory)r r< rB r r r �test_from_sequence_copy� s z3TestCategoricalConstructors.test_from_sequence_copyz*Incorrectly raising in ensure_datetime64nsc C sB t �d��d�}|d d d� �� }t||d�}||k�� s>t�d S )Nr� zM8[D]r, )r )r& rr �viewrs r r� r; )r r rA r< r r r �$test_constructor_datetime64_non_nano� s z@TestCategoricalConstructors.test_constructor_datetime64_non_nano)O�__name__� __module__� __qualname__r r* r4 r8 r= rC rE rJ rO r[ r] r^ r_ ra rf ri r# �markZ parametrizer r rv rz r} r~ r r& r' rV r6 ZPeriodr 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� r� r� r� r� Zxfailr� r� r� r� r� r r r� r r r r r ' s� x & * r ) r r �numpyr& r# Z pandas.compatr r Zpandas.core.dtypes.commonr r Zpandas.core.dtypes.dtypesr Zpandasr6 r r r r r r r r r r r r r Zpandas._testingZ_testingr r r r r r �<module> s <
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