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    Pf                     @   s`  d dl mZ d dlZd dlZd dlmZmZmZm	Z	m
Z
 d dlmZ d dlmZ dd Zejdg dd	d
 Zejdg ddd Zejdg ddd Zejdg ddd Zejdg ddd Zejdg dejdg ddd Zejdg ddd Zejdg ddd Zejdg ddd Zdd ZdS )    )partialN)	DataFrameSeriesconcatisnanotna)offsetsc           	      C   s   t j| dd}t|d |jd d  }||jd d krD|d }nX||jd d  }|d |jd d  }|| }||d  }||| ||  ||   }|S )Nr   )axis      ?   )npsortintshape)	apervaluesidxretvalZqlowZqhigZvlowZvhig r   b/var/www/ai-form-bot/venv/lib/python3.9/site-packages/pandas/tests/window/test_rolling_quantile.pyscoreatpercentile   s    
r   q)g        g?g      ?g?r
   c                 C   sp   t t|d}| jd|d|}t|ts.J tdt| |p>dd d }t	|j
d || |d |  d S )Nr   2   stepr   r   r   )r   r   rollingquantile
isinstancer   rangelentmassert_almost_equaliloc)seriesr   r   compare_funcresultendr   r   r   test_series$   s
    r*   c                 C   s   t t|d}|jd|d|}t|ts.J tdt||p>dd d }tj	|j
dd d f |j
|d |d d f j|d| ddd	 d S )
Nr   r   r   r   r   r   )r	   rawFZcheck_names)r   r   r   r   r    r   r!   r"   r#   assert_series_equalr%   apply)r+   framer   r   r'   r(   r)   r   r   r   
test_frame-   s    $r0   c           	      C   s   t t|d}d}| d d d d }|j|dd|}|jd }|dt   }| d d d 	||}t
|jd || d S )	Nr         B
   windowmin_periodsr      )r   r   resamplemeanr   r   indexr   BDaytruncater#   r$   r%   )	r&   r   r'   winZserZseries_result	last_date	prev_dateZtrunc_seriesr   r   r   test_time_rule_series:   s    
rA   c           
      C   s   t t|d}d}|d d d d }|j|dd|}|jd }|dt   }|d d d 	||}	t
j|||	j|| d	d
d d S )Nr   r1   r2   r3   r4   r5   r   r8   )r+   Fr,   )r   r   r9   r:   r   r   r;   r   r<   r=   r#   r-   Zxsr.   )
r+   r/   r   r'   r>   ZfrmZframe_resultr?   r@   Ztrunc_framer   r   r   test_time_rule_frameG   s    
rB   c                 C   sV  t t| d}ttjdd}tj|d d< tj|dd < |jddd	| }t
|jd ||dd  |jd	d
d	| }t|jd sJ t|jd rJ t|jd rJ t|jd sJ ttjdd	}|jddd	| }t|jd s
J t|jd sJ |jd	dd	| }|jd	dd	| }t
|| d S )Nr   r2   r   r4      )r7   r            r8   i         r   r   )r   r   r   r   randomdefault_rngstandard_normalnanr   r   r#   r$   r%   r   r   )r   r'   objr(   obj2Zresult0Zresult1r   r   r   	test_nansX   s$    rR   minp)r   c   d   c                 C   sn   | j t| d ||d|}| j t| ||d|}t|}t|t| | }t|| ||  d S )Nr   )r7   r   )r   r"   r   r   r#   r-   r$   )r&   rS   r   r   r(   expectedZnan_maskr   r   r   test_min_periodst   s    rW   c                 C   s   t tjdd}tj|d d< tj|dd < |jddd| }t|t tjgd gd| j	dd  j
dd	}t|| d S )
Nr2   r   r4   rC   rE   T)center	   )Zdrop)r   r   rL   rM   rN   rO   r   r   r   r%   Zreset_indexr#   r-   )r   rP   r(   rV   r   r   r   test_center   s    rZ   c                 C   sf   dd t dD }| t| j| jdd|d| j}| jddd|}t|| d S )	Nc                 S   s   g | ]}d |dqS xdr   .0r\   r   r   r   
<listcomp>       z.test_center_reindex_series.<locals>.<listcomp>   r1   r6   Tr6   rX   )	r!   reindexlistr;   r   r   shiftr#   r-   )r&   r   sZ	series_xpZ	series_rsr   r   r   test_center_reindex_series   s    rj   c                 C   sf   dd t dD }| t| j| jdd|d| j}| jddd|}t|| d S )	Nc                 S   s   g | ]}d |dqS r[   r   r^   r   r   r   r`      ra   z-test_center_reindex_frame.<locals>.<listcomp>rb   r1   rc   rd   Tre   )	r!   rf   rg   r;   r   r   rh   r#   Zassert_frame_equal)r/   r   ri   Zframe_xpZframe_rsr   r   r   test_center_reindex_frame   s    rk   c                  C   sL   t g d} tt" | djdd W d    n1 s>0    Y  d S )N)r   r2   rJ   rK   r2   g?)r   )r   r#   Zassert_produces_warningFutureWarningr   r   )ri   r   r   r    test_keyword_quantile_deprecated   s    rm   )	functoolsr   numpyr   ZpytestZpandasr   r   r   r   r   Zpandas._testingZ_testingr#   Zpandas.tseriesr   r   markZparametrizer*   r0   rA   rB   rR   rW   rZ   rj   rk   rm   r   r   r   r   <module>   s4   
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