a
    Pf3                     @   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srJ |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   )   r   r   windowstep   )r      r   )r   nprandomZdefault_rngZstandard_normalrollingtmassert_index_equalZ_selected_objcolumnsname)r   framer r   U/var/www/ai-form-bot/venv/lib/python3.9/site-packages/pandas/tests/window/test_api.pytest_getitem   s     $r   c                  C   s   t ddggddgd} | jdd}tjtdd	 |d
g  W d    n1 sP0    Y  tjtdd	 |dd
g  W d    n1 s0    Y  d S )Nr   r   ABr   r   r   zColumns not found: 'C'matchCz^[^A]+$)r   r   pytestraisesKeyError)dfgr   r   r   test_select_bad_cols'   s    (r,   c                  C   sx   t ddggddgd} | jdd}t|j |d   d}tjt|d	 |j	 W d    n1 sj0    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   sb   t tdtdddd}|jd| d}tjtdd |  W d    n1 sT0    Y  d S )	Nr   r3   r4   r5   r   r   z0Cannot aggregate non-numeric type: object|stringr$   )r   r=   r   r'   r(   r   r.   )r   r*   r   r   r   r   test_sum_object_str_raisesF   s    rE   c                 C   s  t tdtdddd}|jd| d}|d  }|d  }|d  }|d	  }|d	  }tjtd
d" |	t
jt
jg}W d    n1 s0    Y  t||||gdd}	tdd	gddgg|	_t||	 tjtd
d$ |	t
jt
jd}W d    n1 s0    Y  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$ |	ddddi W d    n1 s0    Y  tjt|
d, |	ddddddd W d    n1 s@0    Y  |	ddgddgd}t||||gdd}	g d}t||	_tj||	dd d S )Nr   r   r3   r   r;   r   r   r    r!   zusing Rolling.[mean|std]r$   r   axismeanstdTZ
check_liker    rH   r    rI   r.   nested renamer is not supported)rH   r.   )Zmean2Zsum2)rK   rL   )r!   rH   )r!   rI   )r   r=   r   rH   rI   r.   r   assert_produces_warningFutureWarning	aggregater   r
   r   from_productr   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_aggP   sH    04
4$rT   funcminrH   maxbr.   prodZmedian)rX   cc                 C   s   t g dg dg dd}d}tjt|d |jddd	}W d    n1 sR0    Y  tjtd
d ||  W d    n1 s0    Y  d S )N)r   r   r   )r      r   )r6         )arX   rZ   5Support for axis=1 in DataFrame.rolling is deprecatedr$   r   r   )r   rG   z"axis other than 0 is not supported)	r   r   rN   rO   r   r'   r(   NotImplementedErroragg)rU   r*   r1   r   r   r   r   test_multi_axis_1_raises   s    ,rb   c                 C   s   t tdtdddd}|jdd}|d  }tjtd	d
& |tjdd d}W d    n1 sl0    Y  |d j	dd | d}t
||gdd}tj||dd d S )Nr   r   r3   r   r;   r   r#   r    zusing Rolling.[sum|std]r$   c                 S   s   t j| ddS Nr   )Zddofr   rI   xr   r   r   <lambda>       z test_agg_apply.<locals>.<lambda>r!   c                 S   s   t j| ddS rc   rd   re   r   r   r   rg      rh   )rawr   rF   TrJ   )r   r=   r   r.   r   rN   rO   ra   r   applyr
   r@   )ri   r*   r   rS   rB   ZrcustomrC   r   r   r   test_agg_apply   s    4rk   c                 C   sP  t tdtdddd}|jd| d}tjtdd	$ |tjtj	gj
}W d    n1 s`0    Y  ttd
ddgg}t|| tjtdd	( |d tjtj	gj
}W d    n1 s0    Y  tddg}t|| tjtdd	( |dtjtj	gij
}W d    n1 s(0    Y  tddg}t|| d S )Nr   r   r3   r   r;   r   r   zusing Rolling.[sum|mean]r$   r<   r.   rH   r    )r    r.   rK   )r   r=   r   r   rN   rO   ra   r   r.   rH   r   r   rQ   r?   r   r   rR   rA   r   r   r   test_agg_consistency   s    268rl   c                  C   sh  t tdtdddd} | jdd}d}tjt|d	0 |d
ddgidddgid W d    n1 sn0    Y  t|d
  |d
 	 |d  |d 	 gdd}t
g d|_tjt|d	8 |d
dg dddgidddgid W d    n1 s
0    Y  tjt|d	0 |dddgidddgid W d    n1 sZ0    Y  d S )Nr   r   r3   r   r;   r   r#   rM   r$   r    rH   r.   r!   )r1r2r   rF   ))rarH   )ro   rI   )rbrH   )rp   rI   ro   rI   rp   )r   r=   r   r'   r(   r   rP   r
   rH   rI   r   rR   r   ra   )r*   r   r1   rC   r   r   r   test_agg_nested_dicts   s    >,Hrq   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   )rw   z1 ss)rw   freqz2012-01z2012-02z2012-03      ?       @ZaaZbbr"   )r|   r}   r}   )r|   r}   r|   r   r   r   min_periodsr   r   )r   r   )r	   r   r?   r   r   r   r   infr>   r   countr   r@   ZnotnaZastypers   )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sJJ d S )Nd   r4   )r         )r   r   Zaranger   r.   r   )rz   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)      $@r   r   r   )r   r   r   r   )r   r   r   r   )gRB:@r   g      I@r   )r   r   r   r   c           
   	   C   s   t g dg dg dg dg dg dg dgg dd	}t|d
| }|rX||}n| }tjg dd
d gd}tg d}t |||d}|ddgddgd}	t|	| d S )N)r    r3   r   )r    r   r   )r    r   (   )r!   r3   r   )r!   r   r   )r!   r   r   )r!   r   Z   )stocklowhighr"   r   ))r    r   )r    r   )r    r   )r!   r   )r!   r[   )r!   r   )r!   r6   )names))r   rH   )r   rW   )r   rH   )r   rV   )indexr   rH   rW   rV   )r   r   )r   getattrgroupbyr   rR   ra   r   r@   )
rU   Zwindow_sizeZexpected_valsr*   fr   r   r   rC   rB   r   r   r   test_multiple_agg_funcs  s2    !	
r   c                    s`   t tdjd||||d  fdd jD }t |    fdd jD }||ks\J d S )Nr   )centerclosedr   r   c                    s   i | ]}|t  |qS r   r   .0attrZroll_objr   r   
<dictcomp>]  rh   z=test_dont_modify_attributes_after_methods.<locals>.<dictcomp>c                    s   i | ]}|t  |qS r   r   r   r   r   r   r   _  rh   )r   r=   r   _attributesr   )Zarithmetic_win_operatorsr   r   r   r   rC   rB   r   r   r   )test_dont_modify_attributes_after_methodsV  s    
r   c                 C   s  d}t jt|d0 ttdjddd| d  W d    n1 sH0    Y  d}tj	t
|d0 ttdjddd	| d  W d    n1 s0    Y  ttd
}d}t jt|d& |jddd| d  W d    n1 s0    Y  d}t jt|d& |jddd	| d  W d    n1 s:0    Y  d}tj	t
|d& |jddd| d  W d    n1 s0    Y  d S )Nz2The 'axis' keyword in Series.rolling is deprecatedr$   r3   r   Tr   )r   r   rG   r   z&No axis named 1 for object type Seriesr   )r3   r3   z5The 'axis' keyword in DataFrame.rolling is deprecatedr_   z)No axis named 2 for object type DataFramer   )r   rN   rO   r   r   onesr   rH   r'   r(   
ValueErrorr   )r   r1   r*   r   r   r   test_centered_axis_validationc  s     >>46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    n1 s0    Y  d S )
Nr   r   r   r[   r   r   r   r~   !min_periods 5 must be <= window 3r$   rx   r   r   )r   r   rV   r   r   lenr   r-   r'   r(   r   r   r^   rB   rC   r1   r   r   r   test_rolling_min_min_periods}  s    r   c                 C   s   t g dtjd}|jdd| d }|d d |  }t|| d}tjt	|d, t g djd	d
| d  W d    n1 s0    Y  d S )Nr   )Zdtyper   r   r~   r   r$   rx   r   r   )
r   r   Zfloat64r   rW   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   rT   markZparametrizerb   rk   rl   rq   r   r   r>   r   r   r   r   r   r   r   r   r   <module>   sd   ,	
2

C

#
