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r< r2 )r= r3 r r r � test_map_datetimetz_na_actionL s rA �box�methodr r0 � transform�funcr- r. �sumc C s> | ddgi�}d}t jt|d�� t||�|� W d Q R X d S )Nr- r z nested renamer is not supported)r )r r r �getattr)rB rC rE �objr r r r �test_nested_renamerS s rI �renamer�min�max�mean)r �barc C s> t td�ddd�}d}tjt|d�� |�| � W d Q R X d S )Nr Zint64�series)Zdtyper7 z nested renamer is not supported)r )r �ranger r r r0 )rJ r3 r r r r �test_series_nested_renamer^ s rQ c C s\ t tj�dd�dddgtddd�d�} d }tjt|d �� | j� d d d gi� W d Q R X d S )N� r r- r. �Cz1/1/2000)Zperiods)�columnsr% z nested renamer is not supported)r r rF rM ) r �np�random�randnr r r r r- r0 )Ztsdfr r r r �test_apply_dict_depri s rX c C sP t td�dd��}d}tjt|d��" t|| �ddiddid�� W d Q R X d S ) Nr )r- r. z nested renamer is not supported)r r rK rN rL )r rP r r r rG )rC r r r r r � test_dict_nested_renaming_depru s rY c C sD t ddgi�}t�d�}tjt|d�� t|| �|� W d Q R X d S )Nr- r z Column(s) ['B'] do not exist)r )r �re�escaper r �KeyErrorrG )rC rE rH r r r r �test_missing_column� s r] c C sB t ddgi�} d}tjt|d�� | �tttd�� W d Q R X d S )Nr# �1z#Column\(s\) \[1, 'b'\] do not exist)r )r# r �b)r r r r\ rD �intr( )r r r r r �'test_transform_mixed_column_name_dtypes� s ra z how, args)Z pct_changer � nsmallestr# r_ )�tailr c C sP t ddgddgd��}d| � d�}tjt|d�� |j| d|d � W d Q R X d S ) Nr r r r )r# r_ z Operation z does not support axis=1)r )r �args)r r r r r )�howrd r r r r r � test_apply_str_axis_1_raises� s rf c C s6 d} t jt| d�� tdg�jddd� W d Q R X d S )Nz&No axis named 1 for object type Series)r r rF )r )r r r r rD )r r r r � test_transform_axis_1_raises� s rg c C s� t dddddddddddg dddddddddddg dddddddddddg tj�d�tj�d�tj�d�d��} tj| jd < d d � }d d � }d}tjt|d�� | j |dd� W d Q R X d S )Nr rN �one�twoZdullZshiny� )r- r. rS �D�E�F)r rS c S s& | d � d�r"| d dkr"d| d< | S )NrS �shinr- r r rk )� startswith)�rowr r r rD � s z.test_apply_modify_traceback.<locals>.transformc S s2 t | d �r.| d �d�r.| d dkr.d| d< | S )NrS rn r- r r rk )r ro )rp r r r � transform2� s &z/test_apply_modify_traceback.<locals>.transform2z,'float' object has no attribute 'startswith')r r )r ) r rU rV rW �nan�locr r �AttributeErrorr )�datarD rq r r r r �test_apply_modify_traceback� sV rv zdf, func, expectedZcumprodc C s0 d}t j||d�� | j||d� W d Q R X d S )Nz0can't multiply sequence by non-int of type 'str')r )r )r r r0 )r rE �expectedr r r r r �"test_agg_cython_table_raises_frame� s rx zseries, func, expectedza b c�prodZstd�varZmedianc C s, d}t j||d�� | �|� W d Q R X d S )Nz?[Cc]ould not convert|can't multiply sequence by non-int of type)r )r r r0 )rO rE rw r r r r �#test_agg_cython_table_raises_series� s r{ c C sD t dd gi�} t�d�}tjt|d�� | �dti� W d Q R X d S )Nr# z int() argument must be a string)r )r rZ r[ r r r/ r0 r` )r r r r r �test_agg_none_to_type s r| c C s> t dd gi�} d}tjt|d�� | �dti� W d Q R X d S )Nr# zTransform function failed)r )r r r r/ rD r` )r r r r r �test_transform_none_to_type s r} c C s t �ddg��dd�S )Nr r ���)rU �arrayZreshape)r r r r r r r c C s ddgS )Nr r r )r r r r r r c C s t ddg�S )Nr r )r )r r r r r r c C s6 | }d}t jt|d�� |j|ddd� W d Q R X d S )Nz2too many dims to broadcast|cannot broadcast result)r r � broadcast)r r )r r r r )r rE r r r r r �test_apply_broadcast_error s r� c C sL d}t jt|d��0 tjdd�� |jddg| d� W d Q R X W d Q R X d S )Nz3cannot combine transform and aggregation operations)r r8 )�allrL �sqrt)r )r r r rU �errstater0 )r r+ r r r r � test_transform_and_agg_err_agg+ s r� z func, msgr� z(cannot combine transform and aggregationz2cannot perform both aggregation and transformationc C s@ t jt|d��( tjdd�� | �|� W d Q R X W d Q R X d S )N)r r8 )r� )r r r rU r� r0 )� string_seriesrE r r r r �!test_transform_and_agg_err_series3 s r� c C s0 d}t jt|d�� |j|| d� W d Q R X d S )NzFunction did not transform)r )r )r r r rD )r r+ rE r r r r � test_transform_wont_agg_frameD s r� c C s, d}t jt|d�� | �|� W d Q R X d S )NzFunction did not transform)r )r r r rD )r� rE r r r r � test_transform_wont_agg_seriesM s r� � op_wrapperc C s | S )Nr )r r r r r W r c C s | gS )Nr )r r r r r W r c C s d| iS )Nr- r )r r r r r W r c C s d| giS )Nr- r )r r r r r W r z(ignore:.*Select only valid:FutureWarningc C sV || �}t ddddgi�}|t k r*|d }d}tjt|d�� |�|� W d Q R X d S )Nr- r r r zFunction did not transform)r )r r r r rD )Zall_reductionsZframe_or_seriesr� �oprH r r r r � test_transform_reducer_raisesV s r� )2� itertoolsr rZ �numpyrU r Zpandasr r r r r Zpandas._testingZ_testingr; 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