o
    dB                     @   s   d dl Z d dlZd dlZd dlmZ d dlZd dlmZ d dl	m
Z d dlmZmZ ejdd Zejdd Zejd	d
 ZG dd dZG dd dZdd Zdd Zejdg ddd fg dddfg dddfg dddfg dddfg ddfg ddd fg dddfg dddfg dddfg dd dfg dddfgd d! Zejdddejejgdejdejgddejgejdd d ejdgejd d dddggejd"ejd dgd#d$ Zd%d& Zd'd( Zd)d* Zejd"ejdgd+d, Zd-d. Z dS )/    N)IntIndex)isna)SparseArraySparseDtypec                   C   s&   t t jt jdddt jddt jdg
S )z<Fixture returning numpy array with valid and missing entries                  )nparraynan r   r   Y/app/.heroku/python/lib/python3.10/site-packages/pandas/tests/arrays/sparse/test_array.pyarr_data   s   &r   c                 C   s   t | S )z-Fixture returning SparseArray from 'arr_data'r   )r   r   r   r   arr   s   r   c                   C   s   t g dddS )zEFixture returning SparseArray with integer entries and 'fill_value=0')
r   r   r   r   r   r   r	   r
   r   r   r   
fill_valuer   r   r   r   r   zarr   s   r   c                
   @   sR  e Zd Zejdddejgdd Zdd Z	ejdg d	e
d
dgd	gdd Zdd Zdd Zejdg dddfg ddfdgddfddejdgdefgdd Zejdejejejejejgd
ejejdejgd
ejdddggejdddgdd Zejd d!d"gd#d$ Zd%d& Zd'd( Zd)d* Zd+d, Zd-d. ZdS )/TestSparseArrayr   r   Nc                 C   s`   t tg ddd}|jd|d}t|r|jj}t t|ddddgdd}t|| d S )N)r   r   r   r   r   g       @r   r   r   r   )	r   r   r   shiftr   dtypeZna_valuetmassert_sp_array_equal)selfr   sparseresexpr   r   r   test_shift_fill_value$   s   z%TestSparseArray.test_shift_fill_valuec                 C   s   t dtjdgtjd}d|_|jdksJ t g ddtjd}d|_|jdks)J d|_|jdks3J tj|_t|js?J t g d	d
tjd}d|_|jsQJ tj|_t|js]J d S )N      ?g       @r   r   )r   r   r   r   r   r   g@TFTFT)r   r   r   r   int64isnanbool_r   r   r   r   r   test_set_fill_value.   s   
z#TestSparseArray.test_set_fill_valuevalr   r   r   r   r   c                 C   sR   t g ddtjd}d}tjt|d ||_W d    d S 1 s"w   Y  d S )Nr#   Fr"   zfill_value must be a scalarmatch)r   r   r&   pytestraises
ValueErrorr   )r   r)   r   msgr   r   r    test_set_fill_invalid_non_scalarU   s
   "z0TestSparseArray.test_set_fill_invalid_non_scalarc                 C   s,   |  }|j|jusJ |j|ju sJ d S N)copyZ	sp_valuessp_index)r   r   Zarr2r   r   r   	test_copy]   s   zTestSparseArray.test_copyc                 C   s   t | | d S r2   )r   Zassert_almost_equalto_dense)r   r   r   r   r   r   test_values_asarrayb   s   z#TestSparseArray.test_values_asarrayzdata,shape,dtype)r   r   r   r   r   )r
   )r   )r   AB)r	   c                 C   s   t ||d}|j|ksJ d S )Nr   )r   shape)r   datar;   r   outr   r   r   
test_shapee   s   zTestSparseArray.test_shapevalsr   c                 C   s.   t |}t||d}| }t|| d S Nr   )r   r   r   r6   r   assert_numpy_array_equal)r   r?   r   r   r   r   r   r   test_dense_reprs   s   

zTestSparseArray.test_dense_reprfixr   r   c                 C   s$   | |}t|}t|| d S r2   )Zgetfixturevaluer   Zround_trip_pickler   )r   rC   requestobjZ	unpickledr   r   r   test_pickle   s   

zTestSparseArray.test_picklec                 C   sF   t g d}td  |D ]}qW d    d S 1 sw   Y  d S )Nr*   )r   r   Zassert_produces_warning)r   Zsp_arr_r   r   r   test_generator_warnings   s   "z'TestSparseArray.test_generator_warningsc                 C   sx   t tjdgdd}tddg}|| d}t ddgdd}t|| t|}|	| d}t
|t| d S )Nr!   r   r   TFr   )r   r   r   r   Z_wherer   r   pdSerieswhereZassert_series_equal)r   r   maskr   r   Zserr   r   r   test_where_retain_fill_value   s   
z,TestSparseArray.test_where_retain_fill_valuec                 C   s  t dtjtjdtjg}|d}t g ddtjd}t|| t dtjtjdtjgdd}|d}t g ddtjd}t|| t dtjdddg}|d}t g ddtjd}t|| t dtjdddgdd}|d}t g ddtjd}t|| t tjtjtjtjg}|d}t g d	dtjd}t|| t tjtjtjtjgdd}|d}t g d	dtjd}t|| t g d
}|d}t g d
dd}t|| t g d}|jttj	ksJ |j
dksJ |d}t|| t g ddd}|jttj	ksJ |j
dksJ |d}t g ddd}t|| t g dtjd}|jttj	tjdksHJ t|j
sQJ |d}t g ddd}t|| d S )Nr   r   )r   rN   rN   r   rN   r"   r   r   )r   rN   r   r   r   )rN   rN   rN   rN   )        rO   rO   rO   )r   r   r   r   )r   r   r   fillnafloat64r   r   r   r   r$   r   r%   r   sr   r   r   r   r   test_fillna   sZ   









zTestSparseArray.test_fillnac                 C   s   t dtjtjdtjg}|d}tjg dtjd}t| | t dtjtjdtjgdd}|d}t g ddtjd}t	|| d S )Nr   r   )r   r   r   r   r   r:   r   r   r"   )
r   r   r   rP   r   rQ   r   rA   r6   r   rR   r   r   r   test_fillna_overlap   s   

z#TestSparseArray.test_fillna_overlapc                 C   sx   t tdtdddddddddddg}tjg dtjd}| \}t|| t g d}| \}t|| d S )	Nr   r   r   r   r   )r   r
   	   r:   )r   r   r   r   r   r   r   r   r   r   r   r   )r   floatr   r   Zint32Znonzeror   rA   )r   saexpectedresultr   r   r   test_nonzero   s   (

zTestSparseArray.test_nonzero)__name__
__module____qualname__r-   markparametrizer   r   r    r(   r   r1   r5   r7   objectr>   rB   rF   rH   rM   rT   rU   r[   r   r   r   r   r   #   sB    
	 '


	
<r   c                   @   s   e Zd Zejdejg dede	eg dfejddej
ddgede	ed	d
ej
ddgfgejdddgdd Zdd Zdd Zejddej
gdd Zdd Zdd Zdd Zd d! Zd"d# Zd$S )%TestSparseArrayAnalyticszdata,expected)r   r   r   r	   r
   r:   )r!         @g      @g      $@g      .@r   r   r	   r
   r!   rc   g      @g      (@numpyTFc                 C   sR  |rt jndd }|t|}t|| |t|t jd}t|| |t|dd}t|| |r|d}tjt|d t jt|t j	d W d    n1 sRw   Y  d}tjt|d t jt||d	 W d    d S 1 suw   Y  d S d
}t
d| d}tjt|d t|j|d W d    d S 1 sw   Y  d S )Nc                 S   s   |   S r2   )cumsum)rS   r   r   r   <lambda>  s    z6TestSparseArrayAnalytics.test_cumsum.<locals>.<lambda>r   r   z&the 'dtype' parameter is not supportedr+   r:   z$the 'out' parameter is not supported)r=   r   zaxis(=z) out of bounds)axis)r   re   r   r   r   r   r-   r.   r/   r$   reescape)r   r<   rY   rd   re   r=   r0   rg   r   r   r   test_cumsum   s*   ""z$TestSparseArrayAnalytics.test_cumsumc                 C   s  t dtjdtjdg}t dtjdtjdg}tt|| tt|| t g ddd}t g d|jdd}tt|| tt|| t g ddd}t g d	dd}tt|| tt|| t dtjdtjdg}t tdtjdtjdg}tt|| t g ddd}t tg dtdd}tt|| t g d
dd}t tg d
tdd}tt|| d S )Nr   r   r   rN   r   rk   r   )r   r   r   )sparse_indexr   rN   )r   r   r   r   r   rN   r   rk   r   )r   r   r   r   r   absr4   sin)r   r   rZ   r   r   r   r   
test_ufunc  s*   z#TestSparseArrayAnalytics.test_ufuncc                 C   s   t dtjdtjdg}t dtjdtjdg}tt|d| t g ddd}t g ddd}tt|d| t g d	d
d}t g ddd}tt|d| d S )Nr   r   rk   r   rN   rl   r   )r   r   r   rN   rn   r   )r   r   r   rN   )r   r   r   r   r   add)r   r   rZ   r   r   r   test_ufunc_args8  s   z(TestSparseArrayAnalytics.test_ufunc_argsr   rO   c                 C   sh   t |gd ddg |d}t|\}}tt|\}}t|t ||d t|t ||d d S )N
   g?g@r   )r   r   modfasarrayr   r   )r   r   r   r1r2e1e2r   r   r   	test_modfF  s
   z"TestSparseArrayAnalytics.test_modfc                 C   &   t g ddd}|j}|dksJ d S )N)r   r   r   r   r   integerkind   r   nbytesr   r   rZ   r   r   r   test_nbytes_integerO  s   z,TestSparseArrayAnalytics.test_nbytes_integerc                 C   r|   )N)r   r   r   r   r   blockr~   r   r   r   r   r   r   test_nbytes_blockU  s   z*TestSparseArrayAnalytics.test_nbytes_blockc                 C   s    t tg d}t| d S )N)Z2012NNZ2013)r   rI   to_datetimer   rv   )r   rS   r   r   r   test_asarray_datetime64\  s   z0TestSparseArrayAnalytics.test_asarray_datetime64c                 C   s   t ddg}|jdksJ d S )Nr   r   g      ?)r   Zdensityr'   r   r   r   test_density`     z%TestSparseArrayAnalytics.test_densityc                 C   s   t ddg}|jdksJ d S )Nr   r   )r   Znpointsr'   r   r   r   test_npointsd  r   z%TestSparseArrayAnalytics.test_npointsN)r\   r]   r^   r-   r_   r`   r   r   rW   r   r   rj   rq   rs   r{   r   r   r   r   r   r   r   r   r   rb      s,    
rb   c                  C   sL   t dtjdgdd} tj| _|  }t|}tg d}t|| d S )Nr!   rO   r   )FTF)	r   r   r   r   r   rv   r   r   rA   r   rZ   rY   r   r   r   *test_setting_fill_value_fillna_still_worksi  s   
r   c                  C   sT   t dtjgdd} tj| _t jttjgtddgtttjd}t	
| | d S )NrO   r   r   r   r   )Zsparse_arrayrm   r   )r   r   r   r   Z_simple_newr   r   r   rW   r   r   )r   rY   r   r   r   test_setting_fill_value_updatesw  s   

r   zarr,fill_value,loc)Nr   r   )r   Nr   r   )r   r   Nr   )r   r   r   NNr   )r   r   r   r   rN   )Nr   r   r   Nr   r
   )Nr   r   r   r   r   c                 C   s    t | |d }||ksJ d S r@   )r   Z_first_fill_value_loc)r   r   locrZ   r   r   r   test_first_fill_value_loc  s   r   r   c                 C   sF   t | |d }t|  }t|t sJ t|}t|| d S r@   )	r   uniquerI   rJ   
isinstancer   rv   r   rA   )r   r   abr   r   r   test_unique_na_fill  s
   
r   c                  C   s.   t ddg} |  }t dg}t|| d S )Nr   )r   r   r   r   r   r   r   r   test_unique_all_sparse  s   
r   c                  C   s   t g d} t g ddd}| dddd}t|| | tdddd}t|| | tdddd}t g ddd}t|| d S )Nr   r   r   )rt         rt   r   r   r   )r   mapr   r   rI   rJ   r   rY   rZ   r   r   r   test_map  s   r   c                  C   s<   t g d} t g ddd}| ddd}t|| d S )Nr   )rt   r   Nrt   r   r   )r   r   )r   r   r   r   r   r   r   r   test_map_missing  s   r   c                 C   sv   t tjdg| d}t dg| d}t| | tddg|d}tjdg|dtdgd}t	| | d S )Nr   r   r!   r   )r   r   )index)
r   r   r   r   r   ZdropnarI   	DataFrameIndexZassert_equal)r   r   r   dfZexpected_dfr   r   r   test_dropna  s   r   c                  C   sJ   t tddd } |  }t dd tdD }t|| d S )N)r
   r
   c                 S   s   t | ddS )Nr   r   r   )xr   r   r   rf     s    z1test_drop_duplicates_fill_value.<locals>.<lambda>c                 S   s   i | ]
}|t d gddqS )rO   r   r   r   ).0ir   r   r   
<dictcomp>  s    z3test_drop_duplicates_fill_value.<locals>.<dictcomp>r
   )	rI   r   r   ZzerosapplyZdrop_duplicatesranger   Zassert_frame_equal)r   rZ   rY   r   r   r   test_drop_duplicates_fill_value  s   r   )!rh   rd   r   r-   Zpandas._libs.sparser   ZpandasrI   r   Zpandas._testingZ_testingr   Zpandas.core.arrays.sparser   r   Zfixturer   r   r   r   rb   r   r   r_   r`   r   r   r   r   r   r   r   r   r   r   r   r   <module>   sj    


 Pw



