o
    d/                     @   s  d dl Zd dlZd dlmZmZ d dlmZmZm	Z	m
Z
mZmZmZmZmZ d dlmZ dd Zdd Zdd	 Zd
d Zdd Zdd Zejddgddgddidddgdd Zdd Zdd Zdd  Zd!d" Zd#d$ Z ejd%d&d'ej!ej!ej!ej!gg d(g d)ej!ej!ej!ej!gg d*g d+g d,gfd-dg d.g d(g d/g d0g d*g d1g d2gfgd3d4 Z"d5d6 Z#d7d8 Z$d9d: Z%d;d< Z&dS )=    N)	DataErrorSpecificationError)		DataFrameIndex
MultiIndexPeriodSeries	Timestampconcat
date_rangetimedelta_rangec                 C   s   t tjdd}|jd| d}t|jj|d d |  j |jd| dd }|jj	|d d |  jd ks7J |jd| dd }t|jj|d d |  jddg  |jd| dddg }t|jj|d d |  jddg  d S )N   windowstep   )r      r   )
r   nprandomZrandnrollingtmassert_index_equalZ_selected_objcolumnsname)r   framer r   P/app/.heroku/python/lib/python3.10/site-packages/pandas/tests/window/test_api.pytest_getitem   s    $(r   c                  C   s   t ddggddgd} | jdd}tjtdd	 |d
g  W d    n1 s(w   Y  tjtdd	 |dd
g  W d    d S 1 sFw   Y  d S )Nr      ABr   r   r   zColumns not found: 'C'matchCz^[^A]+$)r   r   pytestraisesKeyError)dfgr   r   r   test_select_bad_cols'   s   "r,   c                  C   sz   t ddggddgd} | jdd}t|j |d   d}tjt|d	 |j	 W d    d S 1 s6w   Y  d S )
Nr   r   r    r!   r"   r   r#   z%'Rolling' object has no attribute 'F'r$   )
r   r   r   assert_series_equalr    sumr'   r(   AttributeErrorF)r*   r   msgr   r   r   test_attribute_access2   s   "r2   c                 C   s   t tdtdddd}|jd| d}|ddg  }t tjtjdd	d
gtjtjdddgdtddd d |  }t|| d S )Nr   
   foor    r!   r&   r   r   r    r!      	            r    r!   ABr"   )	r   ranger   r.   r   nanlistr   assert_frame_equalr   r*   r   resultexpectedr   r   r   tests_skip_nuisance;   s   $rD   c                 C   sd   t tdtdddd}|jd| d}tjtdd |  W d    d S 1 s+w   Y  d S )	Nr   r3   r4   r5   r   r   z)Cannot aggregate non-numeric type: objectr$   )r   r=   r   r'   r(   r   r.   )r   r*   r   r   r   r   test_sum_object_str_raisesF   s
   
"rE   c                 C   s<  t tdtdddd}|jd| d}|d  }|d  }|d  }|d	  }|d	  }|tjtjg}t||||gd
d}	t	
dd	gddgg|	_t||	 |tjtjd}t||gd
d}	tj||	dd |dddgi}t||gd
d}	t	ddg|	_t||	 |d ddg}t||gd
d}	ddg|	_t||	 d}
tjt|
d |ddddi W d    n1 sw   Y  tjt|
d |ddddddd W d    n1 sw   Y  |ddgddgd}t||||gd
d}	g d}t	||	_tj||	dd d S )Nr   r   r3   r   r;   r   r   r    r!   r   axismeanstdTZ
check_liker    rH   r    rI   r.   nested renamer is not supportedr$   )rH   r.   )Zmean2Zsum2)rK   rL   )r!   rH   )r!   rI   )r   r=   r   rH   rI   r.   	aggregater   r
   r   from_productr   r   r@   from_tuplesr'   r(   r   )r   r*   r   Za_meanZa_stda_sumZb_meanZb_stdrB   rC   r1   Zexp_colsr   r   r   test_aggN   sH   
rR   funcminrH   maxbr.   prodZmedian)rV   cc                 C   sh   t g dg dg dd}|jddd}tjtdd	 ||  W d    d S 1 s-w   Y  d S )
N)r   r   r   )r      r   )r6         )arV   rX   r   r   )r   rG   z"axis other than 0 is not supportedr$   )r   r   r'   r(   NotImplementedErroragg)rS   r*   r   r   r   r   test_multi_axis_1_raises~   s
   "r_   c                 C   s   t tdtdddd}|jdd}|d  }|tjd	d
 d}|d jdd
 | d}t||gdd}tj	||dd d S )Nr   r   r3   r   r;   r   r#   r    c                 S      t j| ddS Nr   )Zddofr   rI   xr   r   r   <lambda>       z test_agg_apply.<locals>.<lambda>r!   c                 S   r`   ra   rb   rc   r   r   r   re      rf   )rawr   rF   TrJ   )
r   r=   r   r.   r^   r   applyr
   r   r@   )rg   r*   r   rQ   rB   ZrcustomrC   r   r   r   test_agg_apply   s   ri   c                 C   s   t tdtdddd}|jd| d}|tjtjgj}t	t
dd	d
gg}t|| |d tjtjgj}td	d
g}t|| |dtjtjgij}tddg}t|| d S )Nr   r   r3   r   r;   r   r   r<   r.   rH   r    )r    r.   rK   )r   r=   r   r^   r   r.   rH   r   r   rO   r?   r   r   r   rP   rA   r   r   r   test_agg_consistency   s   rj   c                  C   sf  t tdtdddd} | jdd}d}tjt|d	 |d
ddgidddgid W d    n1 s7w   Y  t|d
  |d
 	 |d  |d 	 gdd}t
g d|_tjt|d	 |d
dg dddgidddgid W d    n1 sw   Y  tjt|d	 |dddgidddgid W d    d S 1 sw   Y  d S )Nr   r   r3   r   r;   r   r#   rM   r$   r    rH   r.   r!   )r1r2r   rF   ))rarH   )rm   rI   )rbrH   )rn   rI   rm   rI   rn   )r   r=   r   r'   r(   r   rN   r
   rH   rI   r   rP   r   r^   )r*   r   r1   rC   r   r   r   test_agg_nested_dicts   s$   ",*""ro   c                 C   sR  g d}t dt dt d g}tg dg dtdtdddtd	dd
dtdtdtdgddtjgddtjgddtjg|tdtdtd gd|d}tg dg dg dg dg dg dg dg dg dg dg dd|dd d |  }|j	dd| d
 }t|| |j	dd| d
 }| td d |  }t|| d S )N)intfloatstringdatetime	timedeltaperiodsZfl_infZfl_nanZstr_nanZdt_natZperiods_natZ20170101Z20170203r   r   r   )g      @g      @g      @abcr   )ru   z1 ss)ru   freqz2012-01z2012-02z2012-03      ?       @ZaaZbbr"   )rz   r{   r{   )rz   r{   rz   r   r   r   min_periodsr   r   )r}   r   )r	   r   r?   r   r   r   r   ZInfNaNr   countr   r@   ZnotnaZastyperq   )r   colsZ
dt_nat_colr*   rC   rB   r   r   r   test_count_nonnumeric_types   sZ   



r   c                  C   sN   t tddd} | d }| d }|jdksJ |jdks%J d S )Nd   r4   )r         )r   r   Zaranger   r.   r   )rx   s2Zs3r   r   r   test_preserve_metadata   s
   r   zfunc,window_size,expected_valsr   r   )g      .@      4@      9@r   )r         >@     A@r   )r   r   r   r   )r         D@      N@r   )r         T@g     @U@P   Z	expanding)      $@r   r   r   )r   r   r   r   )r   r   r   r   )gRB:@r   g      I@r   )r   r   r   r   c           
   	   C   s   t g dg dg dg dg dg dg dgg dd	}t|d
| }|r,||}n| }tjg dd
d gd}tg d}t |||d}|ddgddgd}	t|	| d S )N)r    r3   r   )r    r   r   )r    r   (   )r!   r3   r   )r!   r   r   )r!   r   r   )r!   r   Z   )stocklowhighr"   r   ))r    r   )r    r   )r    r   )r!   r   )r!   rY   )r!   r   )r!   r6   )names))r   rH   )r   rU   )r   rH   )r   rT   )indexr   rH   rU   rT   )r   r   )r   getattrgroupbyr   rP   r^   r   r@   )
rS   Zwindow_sizeZexpected_valsr*   fr   r   r   rC   rB   r   r   r   test_multiple_agg_funcs
  s2   !	
r   c                    s`   t tdjd||||d  fdd jD }t |    fdd jD }||ks.J d S )Nr   )centerclosedr}   r   c                       i | ]}|t  |qS r   r   .0attrZroll_objr   r   
<dictcomp>S      z=test_dont_modify_attributes_after_methods.<locals>.<dictcomp>c                    r   r   r   r   r   r   r   r   U  r   )r   r=   r   _attributesr   )Zarithmetic_win_operatorsr   r   r}   r   rC   rB   r   r   r   )test_dont_modify_attributes_after_methodsL  s   
r   c                 C   s
  t tdjddd| d  d}tjt|d t tdjddd| d  W d    n1 s4w   Y  ttd	jddd| d  ttd	jddd| d  d
}tjt|d ttd	jddd| d  W d    d S 1 s~w   Y  d S )Nr3   r   Tr   )r   r   rG   r   z&No axis named 1 for object type Seriesr$   r   )r3   r3   z)No axis named 2 for object type DataFramer   )	r   r   onesr   rH   r'   r(   
ValueErrorr   )r   r1   r   r   r   test_centered_axis_validationY  s(    "
"r   c                 C   s   t g d}|jdd| d }t tt|d d |  }t|| d}tj	t
|d t g djdd	| d  W d    d S 1 sGw   Y  d S )
Nr   r   r   rY   r   r   r   r|   !min_periods 5 must be <= window 3r$   rv   r   r   )r   r   rT   r   r   lenr   r-   r'   r(   r   r   r\   rB   rC   r1   r   r   r   test_rolling_min_min_periodst  s   "r   c                 C   s   t g dtjd}|jdd| d }|d d |  }t|| d}tjt	|d t g djd	d
| d  W d    d S 1 sCw   Y  d S )Nr   )Zdtyper   r   r|   r   r$   rv   r   r   )
r   r   Zfloat64r   rU   r   Zassert_almost_equalr'   r(   r   r   r   r   r   test_rolling_max_min_periods~  s   "r   )'numpyr   r'   Zpandas.errorsr   r   Zpandasr   r   r   r   r   r	   r
   r   r   Zpandas._testingZ_testingr   r   r,   r2   rD   rE   rR   markZparametrizer_   ri   rj   ro   r   r   r>   r   r   r   r   r   r   r   r   r   <module>   sf    ,	0
C

#
